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<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">Suspicious Behavior</span>
<center><a href='https://kairus.org/suspicious/' target='_self'>ENGLISH</a> | <a href='https://kairus.org/suspicious_de/' target='_self'>DEUTSCH</a> | <a href='https://kairus.org/suspicious_es/' target='_self'>ESPAÑOL</a></center>
Welcome to '''Suspicious Behavior''' data annotation tutorial. This tutorial shows you how you can complete HITs which stands for 'Human Intelligence Task'. A HIT represents a single, self-contained, virtual task that you as a worker collect a reward for completing.
Please reserve ''5-10 minutes'' to complete the basic tutorial. Once finished, additional training modules are unlocked to perfect your annotation skills. Turn your sound on! 🔊
<center><<button "GET STARTED">><<goto [[started]] ]]>><</button>></center></div><video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">About</span>Machine vision technologies, such as object recognition, facial recognition and emotion detection, are increasingly used to turn images into information, filter it and make predictions and inferences. In the past years these technologies have made rapid advances in accuracy. The reasons for current developments are: the revival of neural networks enabling machine learning from observing data, access to massive amounts of data to train neural networks, and increased processing power.
This naturally causes excitement among innovators who are implementing these technologies. In the world of automated surveillance new machine vision techniques are developed to spot suspicious behaviour without human supervision. As in all pattern recognition applications the desire is to translate images into behavioural data. Multibillion-dollar investments in object detection technologies assume that it is easy for computers to extract meaning out of images and render our bodies into biometric code, yet trial and error approaches have already revealed that machine learning is far from objective and emphasises existing biases. Human biases are embedded in machine learning systems throughout the process of assembling a dataset e.g. in categorising, labelling and cleaning training data.
What is considered suspicious in one cultural context might be normal in another, hence, developers admit, “it’s challenging to match that information to 'suspicious' behavior”. Nevertheless, the surveillance industry is developing "smart" cameras to detect abnormal behaviour to detect and prevent unsought activities. Moreover the current covid-19 pandemic has accelerated the development of computer vision applications, tracing new forms of dubious behaviour.
The work "Suspicious Behavior" shows a world of hidden human labour, which builds the foundation of how 'intelligent' computer vision systems interpret our actions. Through a physical home office set-up and an image labelling tutorial the user traverses into experiencing the tedious work of outsourced annotators. In an interactive tutorial for a fictional company the user is motivated and instructed to take on the task of labelling suspicious behaviour. The video clips in the tutorial are taken from various open machine learning datasets for surveillance and action detection. Gradually the tutorial reveals how complex human behaviour is reduced into banal categories of anomalous and normal behaviour. The guidelines of what is considered suspicious behaviour illustrated on a poster series and disciplined in the tutorial exercises are collected from lists of varied authorities. As the user is given a limited time to perform various labelling tasks the artwork provokes to reflect upon how easily biases and prejudices are embedded into machine vision. "Suspicious Behaviour" asks if training machines to understand human behaviour is actually as much about programming human behaviour? What role does the 'collective intelligence' of micro tasking annotators play in shaping how machines detect behaviour? And in which ways are the world views of developers embedded in the process of meaning making as they frame the annotation tasks?</div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050300_05_001272_001330.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[intro2]] ]]>><</button>> <<button "NO">><<goto [[intro2]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
<<replace "#countdown">> Seconds remaining: 0 <</replace>>
/* do something useful here */
<<goto [[noinput1]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_040001_03_001531_001595.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[intro3]] ]]>><</button>> <<button "NO">><<goto [[intro3]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
<<replace "#countdown">> Seconds remaining: 0 <</replace>>
/* do something useful here */
<<goto [[noinput1]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_010206_04_000720_000767.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[ex_suspicious]] ]]>><</button>> <<button "NO">><<goto [[ex_suspicious]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
<<replace "#countdown">> Seconds remaining: 0 <</replace>>
/* do something useful here */
<<goto [[noinput1]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>>a data annotation tutorial
<center><<button "About">><<goto [[About]] ]]>><</button>></center>
<center><<button "Colophon">><<goto [[Colophon]] ]]>><</button>></center>
<center><<button "References">><<goto [[References]] ]]>><</button>></center>
<center><<button "RESTART">><<goto [[start]] ]]>><</button>></center>
----
Advanced HITs -
Human Intelligence Tasks
<<button "HIT 01: ''Explorer">><<goto [[hit02_01]] ]]>><</button>>
<<button "HIT 02: ''Proficiency Test">><<goto [[hit01_01]] ]]>><</button>>
<<button "HIT 03: ''Speed Master">><<goto [[hit03_01]] ]]>><</button>><video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video><div class="content">
<span id="felltypeGP">References &
further readings</span>
* "Image annotation and artificial intelligence." 20 May. 2020, [[http://www.clickworker.com/2018/06/12/image-annotation-ai]].
* Buolamwini, Joy, and Timnit Gebru. "Gender shades: Intersectional accuracy disparities in commercial gender classification." Conference on fairness, accountability and transparency. 2018, [[http://proceedings.mlr.press/v81/buolamwini18a/buolamwini18a.pdf]].
* "What Suspicious Behaviors and Activities Should You Report? - Los Angeles Police Department." 20 May. 2020, [[http://www.lapdonline.org/iwatchla/content_basic_view/42535]].
* "What is Suspicious Activity?" Department of Homeland Security, 19 Dec. 2014, [[http://www.dhs.gov/see-something-say-something/what-suspicious-activity]].
* "What is Data Annotation and How is it Used in Machine Learning? | Lionbridge AI." Lionbridge AI, 11 June 2019, [[http://www.lionbridge.ai/articles/data-annotation-machine-learning]].
* Roos, Dave. "Defining 'Suspicious Behavior' Without Bias Is Harder Than You Think." HowStuffWorks, 27 Jan. 2020, [[http://www.people.howstuffworks.com/defining-suspicious-behavior.htm]].
* Winter, Jana and Cora Currier. "Exclusive: TSA’s Secret Behavior Checklist to Spot Terrorists." Intercept, 27 Mar. 2015, [[http://www.theintercept.com/2015/03/27/revealed-tsas-closely-held-behavior-checklist-spot-terrorists]].
Cited videos:
* "China’s Big AI Advantage: Humans." YouTube, 31 May. 2019, [[http://www.youtube.com/watch?v=tMZgRTQ-hv4]].
* "Outsourcing Image Annotation Made Simple." YouTube, 4 July 2019, [[http://www.youtube.com/watch?v=u4u1giMNphY]].
* "COVID19 - AI based Social Distancing and Face mask detection solution." YouTube, 24 Apr. 2020, [[http://www.youtube.com/watch?v=QeGYzcxwEtI]].
* "AI Cameras Spot Shoplifters Even Before They Steal." YouTube, 9 Mar. 2019, [[http://www.youtube.com/watch?v=-h_Fur8W1HA]].
* "アースアイズ書店編." YouTube, 5 Dec. 2016, [[http://www.youtube.com/watch?v=amJfTgiy4KE]].
* "New pre-crime AI detects shoplifters before they commit the crime." YouTube, 12 Apr. 2019, [[http://www.youtube.com/watch?v=sKx9oWgLj18]].
* "Showcase of Video Analytics." YouTube, 18 Nov. 2016, [[http://www.youtube.com/watch?v=Eq18MqP0EfI]].
* "Demo Abnormal Event Detection in Videos." YouTube, 4 Feb. 2019, [[http://www.youtube.com/watch?v=VLA9UmqjMYE]].
* "Spatiotemporal Anomaly Detection in Crowds." YouTube, 12 Feb. 2014, [[http://www.youtube.com/watch?v=u2v4LaGvVSQ]].
* "Japan Developing Artificial Intelligence to Provide Security at 2020 Olympics." YouTube, 10 Apr. 2017, [[http://www.youtube.com/watch?v=NLppV06YhDg]].
* "IoT Video Analytics for Smart Cities." YouTube, 29 Nov. 2016, [[http://www.youtube.com/watch?v=__MdWBpFDGg]].
* "CCTV predicts suspicious behavior Video Reuters." YouTube, 22 Apr. 2010, [[http://www.youtube.com/watch?v=suzaCVfH0bE]].
* "AI Security Robot to Safeguard Japanese Train Station." YouTube, 30 Nov. 2018, [[http://www.youtube.com/watch?v=oN07hUtcEmk]].
* "Data Annotators: The Unsung Heroes Of AI Development - The Medical Futurist." YouTube, 10 June 2019, [[http://www.youtube.com/watch?v=hhzhamJUbmg]].
* "Inside the world of a Mechanical Turker." YouTube, 11 Feb. 2015, [[http://www.youtube.com/watch?v=OjEdLZXzqJI]].
* "AI Explained in 101 Seconds." YouTube, 25 Sept. 2017, [[http://www.youtube.com/watch?v=zjeBGkS4LAA]].
* "The Chess Turk explained." YouTube, 20 May. 2020, [[http://www.youtube.com/watch?v=1tvla70hy9o]].
* "Data Annotation Team in Ukraine." YouTube, 20 Aug. 2019, [[http://www.youtube.com/watch?v=qTt4ZZCzFGg]].
* "EASY PAYPAL MONEY Make Money Labeling Things Online! Can You Type Words?" YouTube, 20 May. 2020, [[http://www.youtube.com/watch?v=eWzyiIlZhe8]]
* "What is Data Labeling?" YouTube, 11 July 2018, [[http://www.youtube.com/watch?v=_BasmAAub7w]].
* "Mindy Support at AI & Big Data Expo London 2019." YouTube, 12 Apr. 2019, [[http://www.youtube.com/watch?v=U5RgCgS8bVM&feature=youtu.be]].
* "Huawei Video Surveillance Solution." YouTube, 6 Aug. 2018, [[http://www.youtube.com/watch?v=cCvfcsP5izU]].
* "Introduction to Video Analytics in 5 minutes." YouTube, 20 Oct. 2016, [[http://www.youtube.com/watch?v=9h9WKDm3lR4]].
* "Intelligent video surveillance | Tomorrow Today." YouTube, 4 Mar. 2017, [[http://www.youtube.com/watch?v=7qqIWH52YI8]].
* "Deep Learning and Video Surveillance." YouTube, 21 Sept. 2017, [[http://www.youtube.com/watch?v=T4mkHxy4Jpc]].
* "COVID19 social distancing on construction site by INDUS.AI." YouTube, 16 Apr. 2020, [[http://www.youtube.com/watch?v=TPXHmS3nD3E]].
* "AI-enabled Social Distancing Detection Software." YouTube, 20 Apr. 2020, [[http://www.youtube.com/watch?v=RuuHLB9Qqk0]].
* "Landing AI Social Distancing Detector Demo." YouTube, 15 Apr. 2020, [[http://www.youtube.com/watch?v=15iIV1Lff-M]].
* "Facial recognition now works with masks." YouTube, 3 Mar. 2020, [[http://www.youtube.com/watch?v=3uB0d4j-nQM]].
* "First facial recognition tech invented targets mask-wearers." YouTube, 10 Mar. 2020, [[http://www.youtube.com/watch?v=ffE_yAI5Atw]].
* "Hikvision Mask Detection solution." YouTube, 4 May. 2020, [[http://www.youtube.com/watch?v=FagQhPkrrws]].
* "Face Mask Detection - DocketRun AI." YouTube, 25 Apr. 2020, [[http://www.youtube.com/watch?v=WXeu02K2bjA]].
* "How Hong Kong Protesters Evade Surveillance With Tech | WSJ." YouTube, 16 Sept. 2019, [[http://www.youtube.com/watch?v=32KTKXZZ-BI]].
* "Hong Kong protesters defy face mask ban." YouTube, 6 Oct. 2019, [[http://www.youtube.com/watch?v=h9TA2tgMB84]].
* "Defining Suspicious Behavior and Activity." YouTube, 25 Aug. 2016, [[http://www.youtube.com/watch?v=KqwOAGxus6I]].
* "What Is Suspicious Behavior?" YouTube, 31 Mar. 2016, [[http://www.youtube.com/watch?v=A7oBesWqPeE]].
* "Suspicious Behaviour Spanish European." YouTube, 31 Aug. 2017, [[http://www.youtube.com/watch?v=nXllr_yyJlA]].
* "UK Security Training - How to spot suspicious activity?" YouTube, 16 Feb. 2016, [[http://www.youtube.com/watch?v=Dl5QksN6BgQ]].
* "Tips on Identifying a Shoplifter." YouTube, 29 Dec. 2017, [[http://www.youtube.com/watch?v=xdvQwmeubTo]].
HITs & Crowdworking:
* "Data Annotator: Job Description & Salary." Study.com, [[http://www.study.com/articles/data_annotator_job_description_salary.html]].
* "Frequently Asked Questions – and their Answers." 20 May. 2020, [[http://www.clickworker.com/faq]].
* "Amazon Mechanical Turk." 8 Apr. 2020, [[http://www.mturk.com/worker/help]].
* Ong, Thuy. "Expensify says receipts found on Amazon Turk were from testing a new feature." Verge, 28 Nov. 2017, [[http://www.theverge.com/2017/11/28/16703962/expensify-receipts-amazon-turk-privacy-controversy]].
* "Amazon Mechanical Turk." 20 May. 2020, [[http://www.indeed.com/cmp/Amazon-Mechanical-Turk/reviews]].
* "r/mturk - Goals?" reddit, 20 May. 2020, [[http://www.reddit.com/r/mturk/comments/g7fg8u/goals]].
* "clickworker Reviews." Glassdoor, 20 May. 2020, [[http://www.glassdoor.com/Reviews/clickworker-Reviews-E445474.htm]].
* Chokshi, Niraj. "How Surveillance Cameras Could Be Weaponized With A.I." N.Y. Times, 16 June 2019, [[http://www.nytimes.com/2019/06/13/us/aclu-surveillance-artificial-intelligence.html]].
* Biddle, Sam. "For Owners of Amazon’s Ring Security Cameras, Strangers May Have Been Watching Too." Intercept, 10 Jan. 2019, [[http://theintercept.com/2019/01/10/amazon-ring-security-camera]].
* Rubin, Ross. "Dawn of the smart surveillance cameras." ZDNet, 24 Apr. 2018, [[http://www.zdnet.com/article/dawn-of-the-smart-surveillance-camera]].
* "turkopticon." 20 May. 2020, [[http://www.turkopticon.ucsd.edu]].
* Harris, Mark. "Amazon's Mechanical Turk workers protest: 'I am a human being, not an algorithm'." the Guardian, 3 Dec. 2014, [[http://www.theguardian.com/technology/2014/dec/03/amazon-mechanical-turk-workers-protest-jeff-bezos]].
* Fingas, Jon. "Amazon's Mechanical Turk workers want to be treated like humans." Engadget, 18 Feb. 2020, [[http://www.engadget.com/2014/12/03/amazon-mechanical-turk-workers-ask-for-respect/]]
* Kessler, Sarah. "What Does A Union Look Like In The Gig Economy?" Fast Company, 2 May. 2017, [[http://www.fastcompany.com/3042081/what-does-a-union-look-like-in-the-gig-economy]].
* O'Donovan, Caroline. "American Labor Unions Are Falling Down On Digital Workers." BuzzFeed News, 24 July 2015, [[http://www.buzzfeednews.com/article/carolineodonovan/american-labor-unions-are-falling-down-on-digital-workers]].
* Sultani, Waqas, et al. “Real-World Anomaly Detection in Surveillance Videos.” ArXiv:1801.04264 [Cs], Feb. 2019. arXiv.org, [[http://arxiv.org/abs/1801.04264]].
* Atanasoski, Neda, and Kalindi Vora. “Surrogate Humanity Race, Robots, and the Politics of Technological Futures.” Duke University Press, 2019.
* D’Ignazio, Catherine, and Lauren F. Klein. “Feminist Data Visualization.” 2016.
* Smith, Andrea. “Not-Seeing: State Surveillance, Settler Colonialism, and Gender Violence.” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015.
* “Mackenzie, Adrian. Machine Learners: Archaeology of a Data Practice.” MIT Press, 2017.
* Dubrofsky, Rachel E., and Shoshana Amielle Magnet. “Introduction. Feminist Surveillance Studies: Critical Interventions.” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015.
* Sultani, Waqas, and Mubarak Shah. “Human Action Recognition in Drone Videos Using a Few Aerial Training Examples.” ArXiv:1910.10027 [Cs], Mar. 2020. arXiv.org, http://arxiv.org/abs/1910.10027.
* Lewis Mumford, The Myth of the Machine
* Crawford, Kate, and Trevor Paglen. “Excavating AI: The Politics of Images” in Machine Learning Training Sets. The AI Now Institute, 2019, https://www.excavating.ai.
* Jiwani, Yasmin. “Violating In/Visibilities: Honor Killings and Interlocking Surveillance(s).” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015, p. dup;9780822375463/1. DOI.org (Crossref), doi:10.1215/9780822375463.
* Myers West, Sarah, et al. “DISCRIMINATING SYSTEMS Gender, Race, and Power in AI.” AI Now Institut, Apr. 2019, https://ainowinstitute.org/discriminatingsystems.pdf.
* Zuboff, Shoshana. “The Age of Surveillance Capitalism.” Profile Books, 2019.
* Magnet, Shoshana Amielle. “When Biometrics Fail: Gender, Race, and the Technology of Identity.” Duke University Press, 2011.
* Hall, Rachel. “Terror and the Female Grotesque: Introducing Full-Body Scanners to U.S. Airports.” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015.
* Haraway, Donna. “Situated Knowledges: The Science Question in Feminism and the Privilege of Partial Perspective.” Feminist Studies, vol. 14, no. 3, 1988, pp. 575–99.
<center><<button "Restart">><<goto [[start]] ]]>><</button>></center></div><video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video><div class="content">
<span id="felltypeGP">Colophon</span>
Version 1.0, May 2020
''Suspicious Behavior'' is a project by [[KAIRUS->http://www.kairus.org/]].
This project is made with [[Twine->https://twinery.org/]] ([[SugarCube->https://github.com/tmedwards/sugarcube-2]] 2.30.0 by Thomas Michael Edwards), an open-source tool for telling interactive, nonlinear stories.
Navigation works by clicking (or, on mobile devices, tapping) links to change old, refresh current, or even load new content.
Used Typefaces:
* Oxanium-Light.ttf by [[Severin Meyer->https://sev.dev/fonts/]]
* DAGGERSQUARE-OBLIQUE.otf by [[Nestor Delgado->https://www.dafont.com/fr/daggersquare.font]]
Used Video Benchmark and Training datasets:
* [[VIRAT->https://viratdata.org/]]
* [[Multiple object tracking benchmark->https://motchallenge.net/]]
* [[CAVIAR Test Case Scenarios->http://groups.inf.ed.ac.uk/vision/CAVIAR/CAVIARDATA1/]]
* [[MERL Action Detection->https://www.merl.com/demos/merl-shopping-dataset]]
* [[UCF Crime Dataset->https://www.crcv.ucf.edu/projects/real-world/]]
* [[UCF-ARG Dataset->https://www.crcv.ucf.edu/data/UCF-ARG.php]]
* [[UCF Aerial Action Dataset->https://www.crcv.ucf.edu/data/UCF_Aerial_Action.php]]
</div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4"></video><div class="content"><span id="felltypeGP">''Well done!''</span>You are considered human and can proceed with the tutorial! As you assisted us for ''*FREE*'' to improve our face detection application, we offer you an 'easy money 4 easy tasks' job:
-----
<span id="felltypeGP">''Data Annotator''</span>''Job Description:'' The skills data annotators employ can be used in machine learning, law enforcement and many other types of industries. Data annotators help categorize content. They can work with things like videos, advertisements, photographs and other types of material. They assess the content and then attach tags to the content. This helps group information or materials together by relevance. [[(Study.com)->https://study.com/articles/data_annotator_job_description_salary.html]]
<center><<button "¥€$, I need a job!">><<goto [[moreinfo]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay loop id="myVideo">
<source src="video/behaviour.mp4" type="video/mp4">
</video><div class="content"><center><<button "See Something?">><<goto [[intro-posters]] ]]>><</button>> <<button "Say Something!">><<goto [[intro4]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_010004_06_000547_000715.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[intro5]] ]]>><</button>> <<button "NO">><<goto [[intro5]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
<<replace "#countdown">> Seconds remaining: 0 <</replace>>
/* do something useful here */
<<goto [[noinput2]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[intro6]] ]]>><</button>> <<button "NO">><<goto [[intro6]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
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/* do something useful here */
<<goto [[noinput2]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_010204_05_000856_000890.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[ex_suspicious2]] ]]>><</button>> <<button "NO">><<goto [[ex_suspicious2]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
<<replace "#countdown">> Seconds remaining: 0 <</replace>>
/* do something useful here */
<<goto [[noinput2]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">Advanced HITs</span>Human Intelligence Tasks (HITs) are created by requester customers in order to be completed by workers like you. HITs are used by popular microjob platforms such as Mturk, Clickworker, Figure Eight, or Fiverr.
3 HIT-tutorials will be available for you:
<<button "HIT 01: ''Explorer">><<goto [[hit02_01]] ]]>><</button>> - get familiar with UCF-Crime dataset.
<<button "HIT 02: ''Proficiency test">><<goto [[hit01_01]] ]]>><</button>> - increase your accuracy
<<button "HIT 03: ''Speed master">><<goto [[hit03_01]] ]]>><</button>> - make money fast!?
<center><<button "End tutorial">><<goto [[end2]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">HIT: Proficiency test</span>
This HIT focuses on mobile camera viewpoints taken from 3 datasets:
* UCF-ARG (University of Central Florida-Aerial, Rooftop and Ground camera)
* UCF Aerial Action Data Set
* VIRAT Video
UCF Aerial Action Data Set:
This dataset features video sequences that were obtained using a R/C-controlled 'blimp' equipped with an HD camera mounted on a gimbal.The collection represents a diverse pool of actions featured at different heights and aerial viewpoints. Multiple instances of each action were recorded at different flying altitudes which ranged from 400-450 feet and were performed by different actors.
UCF-ARG Dataset:
This dataset is a Multiview Human Action data set. It consists of 10 actions performed by 12 actors recorded from a ground camera, a rooftop camera at a height of 100 feet, and an aerial camera mounted onto the payload platform of a 13' Kingfisher Aerostat helium balloon. The actions are captured using a high-definition camcorder (Sanyo Xacti FH1A camera) 1920 X 1080 at 60fps (frames per second).
VIRAT Video Dataset:
This dataset is designed to be realistic, natural and challenging for video surveillance domains in terms of its resolution, background clutter, diversity in scenes, and human activity/event categories than existing action recognition datasets. It has become a benchmark dataset for the computer vision community.
<center><<button "Start">><<goto [[hit01_02]] ]]>><</button>> </center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">UCF-Crime Dataset</span>By: Center for Research in Computer Vision (CRCV), University of Central Florida (UCF), Supported by: National Institute of Justice, Office of Justice Programs, U.S. Department of Justice.
* 128 hours of material (1900 videos)
* Real-world surveillance footage
* 13 categories: Abuse, Burglary, Robbery, Stealing, Shooting, Shoplifting, Assault, Fighting, Arson, Explosion, Arrest, Road Accident, Vandalism and Normal Event.
* Claims to be the largest dataset, 15 times more videos than other existing anomaly datasets (in 2019).
Source: Sultani, Waqas, et al. “Real-World Anomaly Detection in Surveillance Videos.” ArXiv:1801.04264.
<center><<button "Assembling the dataset">><<goto [[hit02_assemble]] ]]>><</button>> <<button "Description of dataset">><<goto [[hit02_describe]] ]]>><</button>></center></div>
<<set $hourvideo to 0>><<set $wage to 0>><<set $sec to 60>>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">HIT speed master</span>In this HIT you have to annotate criminal behavior from the <<button "UCF-Crime">><<goto [[ucf-crime]]>><</button>>, <<button "CAVIAR Test Case Scenarios">><<goto [[caviar]]>><</button>>, <<button "MOT challenge">><<goto [[MOT]]>><</button>> and <<button "VIRAT">><<goto [[virat]]>><</button>> datasets: fights, car crashes, vandalism, burglary, explosions, arson, etc.
This HIT is timed to 60 seconds so try to be <<button "very accurate">><<goto [[accurate]]>><</button>> when doing your annotations! At the end of the tutorial you will get a report of your performance and an projected earnings overview.
<center><<button "Start">><<goto [[hit03_02]] ]]>><</button>></center></div><video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video><div class="content">
<span id="felltypeGP">Reviews</span>
Some reviews and comments from click workers and mechanical turks ("turkers"):
[[If I am fast, I can do 3000 annotations a day.->]
[[This study will take approximately 55 minutes to complete and you will be compensated $1.50->https://www.reddit.com/r/mturk/comments/gaqyj2/rmturk_daily_discussion_april_30_2020/fp2bxxi/]]
[[The last couple weeks I’ve been pulling close to twenty bucks a day and probably turning four hours a day.->https://www.reddit.com/r/mturk/comments/gdp5yp/took_me_a_lot_longer_than_6_months_but_i_hit_a/fpj93u3/]]
[[So now I'm nervous because of the unfair rejections from Conversational AI that I'm never gonna stay under 99% and never gonna be able to recover. What should I do?->https://www.reddit.com/r/mturk/comments/gcmevc/weekly_newbie_questions_thread_week_of_may_03_2020/fpiq9st/]]
[[And are you working on one of the following platforms on a regular basis? Figure Eight, Clickworker, Appen, Crowdguru, Microworkers, Amazon Mechanical Turk, Prolific, Jovoto, Testbirds, Guru, Streetspotr, Viespar
If so, I would like to invite you to participate in a SURVEY on your experiences with working on online platforms. The survey is part of the project “Digitalisation of Labour and Migration” at Leuphana University Lüneburg (Germany).->https://www.reddit.com/r/Clickworker/comments/g5zup7/survey_on_clickwork_in_germany_and_romania/]]
<center><<button "HITS">><<goto [[HITS]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video><div class="content"><center>//“You just can't differentiate between a robot and the very best of humans.”// (Isaac Asimov, I, Robot)</center>
<center>''Based on your answer we suspect you are a robot!''</center>A human should have recognized more faces in this grid. However you are propably trained using a popular face recognition set in which the majority of images depict white humans. Many facial recognition applications are biased and struggle especially with detecting faces of darker skinned women. Several scholars have proven that facial recognition applications are far from accurate or neutral.
<center>//"Automated systems are not inherently neutral. They reflect the priorities, preferences, and prejudices - the coded gaze - of those who have the power to mold artificial intelligence."// (Joy Buolamwini, [[Gender Shades->http://gendershades.org]])</center>
<center><<button "Continue">><<goto [[end1]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay loop id="myVideo">
<source src="video/label.mp4" type="video/mp4">
</video><div class="content"><center>Watch the 'Super Heroes' of AI, then <<button "become one">><<goto [[intro0]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video><div class="content"><img src="img/human_faces.png"><center> <<button "4">><<goto [[robot]] ]]>><</button>> <<button "5">><<goto [[robot]] ]]>><</button>> <<button "6">><<goto [[job]] ]]>><</button>></center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video><div class="content">This is a tutorial for humans who recognize the meaning of images. Reading images is a cognitive skill that machines are constantly getting better at.
This is thanks to people like us who help Artificial Intelligence (AI) developers to train machines by labeling and annotating data-sets.
//"In the course of evolution, human beings learned how to grasp sensory input with their intelligence. This is why it is fairly simple for us to understand the content of an image."// [[(Clickworker.com)->https://www.clickworker.com/2018/06/12/image-annotation-ai/]]
<center><<button "Are you human?">><<goto [[human]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
</video>
<div class="content"><span id="felltypeGP">Become a Clickworker</span>A person who works online doing tasks on a crowdsourcing platform, usually paid on a per-task basis. ([[UrbanDictionary.com->https://www.urbandictionary.com/define.php?term=clickworker]]) Today, your Human Intelligence Task (HIT) is to detect 'suspicious behaviour' in surveillance camera footage!
How does it work?
# Watch the following 3 videoclips.
# You have ''10 seconds'' for each clip!
# Answer the question "Spot anything suspicious? (YES or NO)"
<center>''Are you ready for your ''<<button "first HIT ?">><<goto [[intro1]] ]]>><</button>></center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay loop id="myVideo">
<source src="video/robot.mp4" type="video/mp4">
</video><div class="content"><center>This is a tutorial for humans, please <<button "Restart">><<goto [[start]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay loop id="myVideo">
<source src="video/covid19.mp4" type="video/mp4">
</video><div class="content">The current client develops solutions to the challenges that rapidly emerged due to the COVID-19 pandemic. <<button "See Something?">><<goto [[intro-posters2]] ]]>><</button>> <<button "Say Something!">><<goto [[intro7]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Caviarsm/Meet_WalkSplit.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[intro8]] ]]>><</button>> <<button "NO">><<goto [[intro8]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
<<replace "#countdown">> Seconds remaining: 0 <</replace>>
/* do something useful here */
<<goto [[noinput2]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/MERLsm/29_1_crop.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[intro9]] ]]>><</button>> <<button "NO">><<goto [[intro9]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
<<replace "#countdown">> Seconds remaining: 0 <</replace>>
/* do something useful here */
<<goto [[noinput2]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_010107_01_000068_000196.mp4" type="video/mp4">
}
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[DONE]] ]]>><</button>> <<button "NO">><<goto [[DONE]] ]]>><</button>><<set $seconds to 9>><span id="countdown"> Seconds remaining: $seconds</span></center></div>
<<silently>>
<<repeat 1s>>
<<set $seconds to $seconds - 1>>
<<if $seconds gt 0>>
<<replace "#countdown">> Seconds remaining: $seconds <</replace>>
<<else>>
<<replace "#countdown">> Seconds remaining: 0 <</replace>>
/* do something useful here */
<<goto [[noinput2]]>>
<<stop>>
<</if>>
<</repeat>>
<</silently>><<script>>UIBar.stow()<</script>>
<video autoplay loop id="myVideo">
<source src="video/detect.mp4" type="video/mp4">
</video><div class="content">Introduction complete! <<button "Unlock advanced HITs">><<goto [[HITS]] ]]>><</button>> or <<button "end tutorial">><<goto [[end2]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/01_01_aerial_digging.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_02y]] ]]>><</button>> <<button "NO">><<goto [[hit01_02n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/02_part1_kicking.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_03y]] ]]>><</button>> <<button "NO">><<goto [[hit01_03n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
}
</video><div class="content">
<img src="img/something.jpg">
<center>But what does '''something''' actually mean?
What kind of behaviour makes a person '''suspicious'''?
'''Suspicious''' just to me or also to others?
<<button "Try again">><<goto [[intro0]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4"></video><div class="content"><img src="img/sorted.png" height="550px"><center>What kind of behaviour makes a situation '''suspicious'''?
'''Suspicious''' just to me or also to others?
''IT IS ALL ABOUT CONTEXT!''
<<button "Try again">><<goto [[intro4]] ]]>><</button>></center></div><<set $hourvideo to 0>>
<<set $wage to 0>>
<<set $eff to 0>>
<<set $sec to 60>><span id="countdown"> Seconds remaining: $sec</span>
<<silently>>
<<repeat 1s>>
<<set $sec to $sec - 1>>
<<if $sec gt 0>>
<<replace "#countdown">> Seconds remaining: $sec<</replace>>
<<else>>
<<replace "#countdown">><</replace>>
<<goto "hit01_01End">>
<<stop>>
<</if>>
<</repeat>>
<</silently>><<script>>UIBar.stow()<</script>>
<<set $hourvideo to $wage*60>>
<<set $hourwage to $wage*0.54>>
<<set $prec to $eff/$wage*100>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4"></video><style>
table {
border-collapse: collapse;
width: 100%;
}
td, th {
border: 1px solid #eeeeee;
text-align: left;
padding: 8px;
}
tr:nth-child(even) {
background-color: #5e5e5e;
}
</style><div class="content"><span id="felltypeGP">Time's up! HIT complete!</span>You managed to annotate ''<<print $wage>> videos in 60 seconds.'' ''$eff'' / ''$wage'' are annotated correct, efficiency rate = ''<<print $prec>>%''. An <<button "accuracy">><<goto [[accurate]]>><</button>> rate <80% means that you will get rejected and less HITs offered in the future. If you can hold up the pace for 1 hour your result would be:<center><table style="width:90%" border="1">
<tr>
<th>CLICKWORKER paycheck</th>
<th>Euro/hour</th>
<th>Projected annotated videos</th>
</tr>
<tr style="background-color:Tomato;">
<td>Projected earnings</td>
<td> <<print $hourwage>>€ </td>
<td> <<print $hourvideo>> (each pays 0.009 cents) </td>
</tr>
</table><<if $hourwage <= 0>><<elseif $hourwage <= 0.58>><center>Your hourly salary of ''<<print $hourwage>>€'' is less than the minimum wage paid in ''Russia''.</center>
<<elseif $hourwage <= 0.68>><center>Your hourly salary of ''<<print $hourwage>>€'' is less than the minimum wage paid in ''Ukraine''.</center>
<<elseif $hourwage <= 2>><center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than the minimum wage from ''Russia and Ukraine put together!''</center>
<<elseif $hourwage <= 3>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than the minimum wage paid in ''Turkey, Poland or Hungary.''</center>
<<elseif $hourwage <= 4>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than the minimum wage paid in ''South Korea.''</center>
<<elseif $hourwage <= 6>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than the minimum wage paid in ''Slovenia, Spain, and Malta.''</center>
<<elseif $hourwage <= 7>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than the minimum wage paid in ''Japan, and USA.''</center>
<<elseif $hourwage <= 8>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than
the minimum wage paid in ''Canada.''</center>
<<elseif $hourwage <= 9>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than
the minimum wage paid in the ''United Kingdom.''</center>
<<elseif $hourwage <= 9.30>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than
the minimum wage paid in ''Belgium.''</center>
<<elseif $hourwage <= 9.40>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than
the minimum wage paid in ''Germany.''</center>
<<elseif $hourwage <= 9.60>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than
the minimum wage paid in ''Ireland or the Netherlands.''</center>
<<elseif $hourwage <= 9.70>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than
the minimum wage paid in ''New Zealand.''</center>
<<elseif $hourwage <= 9.80>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than the minimum wage paid in ''France.''</center>
<<elseif $hourwage <= 12.00>>
<center>Your hourly salary of ''<<print $hourwage>>€'' is ''LESS'' than
the minimum wage paid in ''Luxembourg or Australia.''<<endif>><<button "Wages Overview">><<goto [[hit01_wages]]>><</button>> <<button "Back to HITs">><<goto [[HITS]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/03_aerial_boxing.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_04y]] ]]>><</button>> <<button "NO">><<goto [[hit01_04n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/04_actions1_car_run.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_05y]] ]]>><</button>> <<button "NO">><<goto [[hit01_05n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/05_09152008flight2tape2_2_cars.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_06y]] ]]>><</button>> <<button "NO">><<goto [[hit01_06n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/06_09162008flight1tape1_4_walk_field.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_07y]] ]]>><</button>> <<button "NO">><<goto [[hit01_07n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/07_aerial_tape3_part1_mixed2.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_08y]] ]]>><</button>> <<button "NO">><<goto [[hit01_08n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/08_09172008flight1tape1_5_trunk.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_09y]] ]]>><</button>> <<button "NO">><<goto [[hit01_09n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
}
</video><div class="content"><center>Be alert for 'suspicious behaviour'
<img src="img/posters_1-2-10.png">
<<button "Continue">><<goto [[intro4]] ]]>><</button>></center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000201_04_000682_000822.mp4" type="video/mp4">
}
</video><div class="content"><center>We need your help to label new forms of 'suspicious behaiviour':
<img src="img/posters_6-11-12.png">
<<button "Continue">><<goto [[intro7]] ]]>><</button>></center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay loop id="myVideo">
<source src="video/surveillance.mp4" type="video/mp4">
</video><div class="content"><center><<button "Thank you">><<goto [[start]] ]]>><</button>> for your time!</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">Assembling the dataset</span>Ten annotators were trained to collect the dataset. They were searching for videos on YouTube and LiveLeak using a variation of search queries in different languages (Google translator was used for e.g. French, Russian and Chinese queries). The data was cleaned by removing following videos: "manually edited, prank videos, not captured by CCTV cameras, taking from news, captured using a hand-held camera, and containing compilation." Also, annotators interpreted if the anomaly was "clear" enough represented in the video. With these constrains 950 videos with clear anomalies and 950 normal videos lacking the anomaly behavior were compiled into the dataset. The training set consists of 800 normal and 810 anomalous videos and the remaining 150 normal and 140 anomalous videos belong to the test-set used to test the performance of the machine learning model. The testing-set videos were labelled by multiple annotators who also labelled the temporal extent of each anomaly, in other words where in the video the suspicious behavior starts and ends. The labelling work was described tedious and completed "after intense efforts of several month."
<center><<button "Description and method">><<goto [[hit02_describe]] ]]>><</button>> <<button "Choose category">><<goto [[hit02_category]] ]]>><</button>> <<button "back to HITS">><<goto [[HITS]] ]]>><</button>></center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">Description and method</span>The dataset can be used for weakly-supervised machine learning. This means that the videos are labelled belonging to one of the categories. However, in 12 of the categories the video contains anomaly somewhere in the video but it is not annotated where. The weakly labeled training videos are used to train a deep network to automatically learn an anomaly ranking model, which then detects the events in based on high anomaly scores. The goal of the system is to filter out anomalies (suspicious behavior) from normal patterns and to recognise in time when activity deviates from normal patterns to give a timely signal to prevent crimes or illegal activities from taking place. Because obtaining annotation for all segments in videos is laborious this method is claimed to be more efficient as the trained model learns from videos what can be considered normal or anomaly behavior.
<center><<button "Assembling the dataset">><<goto [[hit02_assemble]] ]]>><</button>> <<button "Choose category">><<goto [[hit02_category]] ]]>><</button>> <<button "back to HITS">><<goto [[HITS]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<<set $randomvid = random(5)>>
<source src="video/UCF/abuse/Abuse003_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Abuse: This event contains videos which show <<button "bad">><<goto [[hit02_abuse4]] ]]>><</button>> , <<button "cruel">><<goto [[hit02_abuse5]] ]]>><</button>> or <<button "violent">><<goto [[hit02_abuse2]] ]]>><</button>> <<button "behavior">><<goto [[hit02_abuse3]] ]]>><</button>> against children, old people, animals, and women. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/burglary/Burglary019_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Burglary: This event contains videos that show people (thieves) entering into a <<button "building">><<goto [[hit02_burglar2]] ]]>><</button>> or <<button "house">><<goto [[hit02_burglar3]] ]]>><</button>> with the <<button "intention">><<goto [[hit02_burglar4]] ]]>><</button>> to <<button "commit">><<goto [[hit02_burglar5]] ]]>><</button>> theft. It does not include use of force against people. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/robbery/Robbery146_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Robbery: This event contains videos showing thieves taking money <<button "unlawfully">><<goto [[hit02_robbery2]] ]]>><</button>> by <<button "force">><<goto [[hit02_robbery3]] ]]>><</button>> or <<button "threat">><<goto [[hit02_robbery4]] ]]>><</button>> of <<button "force">><<goto [[hit02_robbery5]] ]]>><</button>> . These videos do not include shootings. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/steal/Stealing029_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Stealing: This event contains videos showing <<button "people">><<goto [[hit02_stealing2]] ]]>><</button>> taking <<button "property">><<goto [[hit02_stealing3]] ]]>><</button>> or <<button "money">><<goto [[hit02_stealing4]] ]]>><</button>> without <<button "permission">><<goto [[hit02_stealing5]] ]]>><</button>> . They do not include shoplifting. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shooting/Shooting034_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shooting: This event contains videos showing <<button "act">><<goto [[hit02_shooting2]] ]]>><</button>> of <<button "shooting">><<goto [[hit02_shooting3]] ]]>><</button>> <<button "someone">><<goto [[hit02_shooting4]] ]]>><</button>> with a <<button "gun">><<goto [[hit02_shooting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shop/Shoplifting052_x264-q.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shoplifting: This event contains videos showing people <<button "stealing">><<goto [[hit02_shoplifting2]] ]]>><</button>> goods from a <<button "shop">><<goto [[hit02_shoplifting3]] ]]>><</button>> while <<button "posing">><<goto [[hit02_shoplifting4]] ]]>><</button>> as a <<button "shopper">><<goto [[hit02_shoplifting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/assault/Assault010_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Assault: This event contains videos showing a <<button "suddon">><<goto [[hit02_assault2]] ]]>><</button>> or <<button "violent">><<goto [[hit02_assault3]] ]]>><</button>> physical <<button "attack">><<goto [[hit02_assault4]] ]]>><</button>> on <<button "someone">><<goto [[hit02_assault5]] ]]>><</button>> . Note that in these videos the person who is assaulted does not fight back. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/fighting/Fighting007_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Fighting: This event contains videos <<button "displaying">><<goto [[hit02_fighting2]] ]]>><</button>> <<button "two">><<goto [[hit02_fighting3]] ]]>><</button>> or <<button "more people">><<goto [[hit02_fighting4]] ]]>><</button>> attacking <<button "one another">><<goto [[hit02_fighting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arson/Arson002_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arson: This event contains videos <<button "showing">><<goto [[hit02_arson2]] ]]>><</button>> people <<button "deliberately">><<goto [[hit02_arson3]] ]]>><</button>> setting <<button "fire">><<goto [[hit02_arson4]] ]]>><</button>> to <<button "property">><<goto [[hit02_arson5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/explosion/Explosion003_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Explosion: This event contains videos <<button "showing">><<goto [[hit02_explosion2]] ]]>><</button>> <<button "destructive">><<goto [[hit02_explosion3]] ]]>><</button>> event of something <<button "blowing">><<goto [[hit02_explosion4]] ]]>><</button>> <<button "apart">><<goto [[hit02_explosion5]] ]]>><</button>> . This event does not include videos where a person intentionally sets a fire or sets off an explosion. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arrest/Arrest002_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arrest: This <<button "event">><<goto [[hit02_arrest2]] ]]>><</button>> contains <<button "videos">><<goto [[hit02_arrest3]] ]]>><</button>> showing <<button "police">><<goto [[hit02_arrest4]] ]]>><</button>> <<button "arresting">><<goto [[hit02_arrest5]] ]]>><</button>> individuals. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/road/RoadAccidents004_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Road Accident: This event contains videos showing <<button "traffic accidents">><<goto [[hit02_roadaccidents2]] ]]>><</button>> involving <<button "vehicles">><<goto [[hit02_roadaccidents3]] ]]>><</button>> , <<button "pedestrians">><<goto [[hit02_roadaccident4]] ]]>><</button>> or <<button "cyclists">><<goto [[hit02_roadaccident5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/vandalism/Vandalism038_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Vandalism: This event contains videos showing action involving <<button "deliberate destruction">><<goto [[hit02_vandalism2]] ]]>><</button>> of or damage to <<button "public">><<goto [[hit02_vandalism3]] ]]>><</button>> or <<button "private property">><<goto [[hit02_vandalism4]] ]]>><</button>> . The term includes property damage, such as graffiti and defacement directed towards any property <<button "without permission">><<goto [[hit02_vandalism5]] ]]>><</button>> of the owner. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_745_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Normal Event: This event contains videos where <<button "no crime">><<goto [[hit02_normalevent2]] ]]>><</button>> occurred. These videos include both <<button "indoor">><<goto [[hit02_normalevent4]] ]]>><</button>> (such as a shopping mall) and <<button "outdoor">><<goto [[hit02_normalevent3]] ]]>><</button>> scenes as well as <<button "day and night-time">><<goto [[hit02_normalevent5]] ]]>><</button>> scenes. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">Choose a category</span> <center>WARNING: Disturbing images, may cause distress!</center>
<center><<button "Abuse">><<goto [[hit02_abuse1]] ]]>><</button>> <<button "Burglary">><<goto [[hit02_burglary1]] ]]>><</button>> <<button "Robbery">><<goto [[hit02_robbery1]] ]]>><</button>> <<button "Stealing">><<goto [[hit02_stealing1]] ]]>><</button>> <<button "Shooting">><<goto [[hit02_shooting1]] ]]>><</button>>
<<button "Fighting">><<goto [[hit02_fighting1]] ]]>><</button>> <<button "Arson">><<goto [[hit02_arson1]] ]]>><</button>> <<button "Explosion">><<goto [[hit02_explosion1]] ]]>><</button>> <<button "Arrest">><<goto [[hit02_arrest1]] ]]>><</button>> <<button "Road accident">><<goto [[hit02_roadaccident1]] ]]>><</button>>
<<button "Shoplifting">><<goto [[hit02_shoplifting1]] ]]>><</button>> <<button "Vandalism">><<goto [[hit02_vandalism1]] ]]>><</button>> <<button "Assault">><<goto [[hit02_assault1]] ]]>><</button>> <<button "Normal event">><<goto [[hit02_normalevent1]] ]]>><</button>></center>
<center><<button "Assembling the dataset">><<goto [[hit02_assemble]] ]]>><</button>> <<button "Describtion and method">><<goto [[hit02_describe]] ]]>><</button>> <<button "back to HITS">><<goto [[HITS]] ]]>><</button>></center> </div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<<set $randomvid = random(5)>>
<source src="video/UCF/abuse/Abuse026_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Abuse: This event contains videos which show <<button "bad">><<goto [[hit02_abuse1]] ]]>><</button>> , <<button "cruel">><<goto [[hit02_abuse5]] ]]>><</button>> or <<button "violent">><<goto [[hit02_abuse2]] ]]>><</button>> <<button "behavior">><<goto [[hit02_abuse3]] ]]>><</button>> against children, old people, animals, and women. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<<set $randomvid = random(5)>>
<source src="video/UCF/abuse/Abuse027_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Abuse: This event contains videos which show <<button "bad">><<goto [[hit02_abuse4]] ]]>><</button>> , <<button "cruel">><<goto [[hit02_abuse1]] ]]>><</button>> or <<button "violent">><<goto [[hit02_abuse2]] ]]>><</button>> <<button "behavior">><<goto [[hit02_abuse3]] ]]>><</button>> against children, old people, animals, and women. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/burglary/Burglary002_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Burglary: This event contains videos that show people (thieves) entering into a <<button "building">><<goto [[hit02_burglar2]] ]]>><</button>> or <<button "house">><<goto [[hit02_burglar3]] ]]>><</button>> with the <<button "intention">><<goto [[hit02_burglar4]] ]]>><</button>> to <<button "commit">><<goto [[hit02_burglar5]] ]]>><</button>> theft. It does not include use of force against people. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/burglary/Burglary004_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Burglary: This event contains videos that show people (thieves) entering into a <<button "building">><<goto [[hit02_burglar2]] ]]>><</button>> or <<button "house">><<goto [[hit02_burglar3]] ]]>><</button>> with the <<button "intention">><<goto [[hit02_burglar4]] ]]>><</button>> to <<button "commit">><<goto [[hit02_burglar5]] ]]>><</button>> theft. It does not include use of force against people. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/burglary/Burglary010_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Burglary: This event contains videos that show people (thieves) entering into a <<button "building">><<goto [[hit02_burglar2]] ]]>><</button>> or <<button "house">><<goto [[hit02_burglar3]] ]]>><</button>> with the <<button "intention">><<goto [[hit02_burglar4]] ]]>><</button>> to <<button "commit">><<goto [[hit02_burglar5]] ]]>><</button>> theft. It does not include use of force against people. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/burglary/Burglary012_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Burglary: This event contains videos that show people (thieves) entering into a <<button "building">><<goto [[hit02_burglar2]] ]]>><</button>> or <<button "house">><<goto [[hit02_burglar3]] ]]>><</button>> with the <<button "intention">><<goto [[hit02_burglar4]] ]]>><</button>> to <<button "commit">><<goto [[hit02_burglar5]] ]]>><</button>> theft. It does not include use of force against people. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<<set $randomvid = random(5)>>
<source src="video/UCF/abuse/Abuse014_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Abuse: This event contains videos which show <<button "bad">><<goto [[hit02_abuse4]] ]]>><</button>> , <<button "cruel">><<goto [[hit02_abuse5]] ]]>><</button>> or <<button "violent">><<goto [[hit02_abuse1]] ]]>><</button>> <<button "behavior">><<goto [[hit02_abuse3]] ]]>><</button>> against children, old people, animals, and women. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<<set $randomvid = random(5)>>
<source src="video/UCF/abuse/Abuse018_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Abuse: This event contains videos which show <<button "bad">><<goto [[hit02_abuse4]] ]]>><</button>> , <<button "cruel">><<goto [[hit02_abuse5]] ]]>><</button>> or <<button "violent">><<goto [[hit02_abuse2]] ]]>><</button>> <<button "behavior">><<goto [[hit02_abuse1]] ]]>><</button>> against children, old people, animals, and women. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/robbery/Robbery090_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Robbery: This event contains videos showing thieves taking money <<button "unlawfully">><<goto [[hit02_robbery2]] ]]>><</button>> by <<button "force">><<goto [[hit02_robbery3]] ]]>><</button>> or <<button "threat">><<goto [[hit02_robbery4]] ]]>><</button>> of <<button "force">><<goto [[hit02_robbery5]] ]]>><</button>> . These videos do not include shootings. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/robbery/Robbery143_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Robbery: This event contains videos showing thieves taking money <<button "unlawfully">><<goto [[hit02_robbery2]] ]]>><</button>> by <<button "force">><<goto [[hit02_robbery3]] ]]>><</button>> or <<button "threat">><<goto [[hit02_robbery4]] ]]>><</button>> of <<button "force">><<goto [[hit02_robbery5]] ]]>><</button>> . These videos do not include shootings. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/robbery/Robbery132_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Robbery: This event contains videos showing thieves taking money <<button "unlawfully">><<goto [[hit02_robbery2]] ]]>><</button>> by <<button "force">><<goto [[hit02_robbery3]] ]]>><</button>> or <<button "threat">><<goto [[hit02_robbery4]] ]]>><</button>> of <<button "force">><<goto [[hit02_robbery5]] ]]>><</button>> . These videos do not include shootings. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/steal/Stealing095_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Stealing: This event contains videos showing <<button "people">><<goto [[hit02_stealing2]] ]]>><</button>> taking <<button "property">><<goto [[hit02_stealing3]] ]]>><</button>> or <<button "money">><<goto [[hit02_stealing4]] ]]>><</button>> without <<button "permission">><<goto [[hit02_stealing5]] ]]>><</button>> . They do not include shoplifting. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/steal/Stealing069_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Stealing: This event contains videos showing <<button "people">><<goto [[hit02_stealing2]] ]]>><</button>> taking <<button "property">><<goto [[hit02_stealing3]] ]]>><</button>> or <<button "money">><<goto [[hit02_stealing4]] ]]>><</button>> without <<button "permission">><<goto [[hit02_stealing5]] ]]>><</button>> . They do not include shoplifting. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/steal/Stealing070_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Stealing: This event contains videos showing <<button "people">><<goto [[hit02_stealing2]] ]]>><</button>> taking <<button "property">><<goto [[hit02_stealing3]] ]]>><</button>> or <<button "money">><<goto [[hit02_stealing4]] ]]>><</button>> without <<button "permission">><<goto [[hit02_stealing5]] ]]>><</button>> . They do not include shoplifting. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/steal/Stealing091_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Stealing: This event contains videos showing <<button "people">><<goto [[hit02_stealing2]] ]]>><</button>> taking <<button "property">><<goto [[hit02_stealing3]] ]]>><</button>> or <<button "money">><<goto [[hit02_stealing4]] ]]>><</button>> without <<button "permission">><<goto [[hit02_stealing5]] ]]>><</button>> . They do not include shoplifting. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/robbery/Robbery068_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Robbery: This event contains videos showing thieves taking money <<button "unlawfully">><<goto [[hit02_robbery2]] ]]>><</button>> by <<button "force">><<goto [[hit02_robbery3]] ]]>><</button>> or <<button "threat">><<goto [[hit02_robbery4]] ]]>><</button>> of <<button "force">><<goto [[hit02_robbery5]] ]]>><</button>> . These videos do not include shootings. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shooting/Shooting008_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shooting: This event contains videos showing <<button "act">><<goto [[hit02_shooting2]] ]]>><</button>> of <<button "shooting">><<goto [[hit02_shooting3]] ]]>><</button>> <<button "someone">><<goto [[hit02_shooting4]] ]]>><</button>> with a <<button "gun">><<goto [[hit02_shooting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shooting/Shooting041_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shooting: This event contains videos showing <<button "act">><<goto [[hit02_shooting2]] ]]>><</button>> of <<button "shooting">><<goto [[hit02_shooting3]] ]]>><</button>> <<button "someone">><<goto [[hit02_shooting4]] ]]>><</button>> with a <<button "gun">><<goto [[hit02_shooting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shooting/Shooting021_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shooting: This event contains videos showing <<button "act">><<goto [[hit02_shooting2]] ]]>><</button>> of <<button "shooting">><<goto [[hit02_shooting3]] ]]>><</button>> <<button "someone">><<goto [[hit02_shooting4]] ]]>><</button>> with a <<button "gun">><<goto [[hit02_shooting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shooting/Shooting027_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shooting: This event contains videos showing <<button "act">><<goto [[hit02_shooting2]] ]]>><</button>> of <<button "shooting">><<goto [[hit02_shooting3]] ]]>><</button>> <<button "someone">><<goto [[hit02_shooting4]] ]]>><</button>> with a <<button "gun">><<goto [[hit02_shooting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shop/Shoplifting019_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shoplifting: This event contains videos showing people <<button "stealing">><<goto [[hit02_shoplifting2]] ]]>><</button>> goods from a <<button "shop">><<goto [[hit02_shoplifting3]] ]]>><</button>> while <<button "posing">><<goto [[hit02_shoplifting4]] ]]>><</button>> as a <<button "shopper">><<goto [[hit02_shoplifting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shop/Shoplifting040_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shoplifting: This event contains videos showing people <<button "stealing">><<goto [[hit02_shoplifting2]] ]]>><</button>> goods from a <<button "shop">><<goto [[hit02_shoplifting3]] ]]>><</button>> while <<button "posing">><<goto [[hit02_shoplifting4]] ]]>><</button>> as a <<button "shopper">><<goto [[hit02_shoplifting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shop/Shoplifting013_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shoplifting: This event contains videos showing people <<button "stealing">><<goto [[hit02_shoplifting2]] ]]>><</button>> goods from a <<button "shop">><<goto [[hit02_shoplifting3]] ]]>><</button>> while <<button "posing">><<goto [[hit02_shoplifting4]] ]]>><</button>> as a <<button "shopper">><<goto [[hit02_shoplifting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shop/Shoplifting005_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Shoplifting: This event contains videos showing people <<button "stealing">><<goto [[hit02_shoplifting2]] ]]>><</button>> goods from a <<button "shop">><<goto [[hit02_shoplifting3]] ]]>><</button>> while <<button "posing">><<goto [[hit02_shoplifting4]] ]]>><</button>> as a <<button "shopper">><<goto [[hit02_shoplifting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arrest/Arrest005_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arrest: This <<button "event">><<goto [[hit02_arrest2]] ]]>><</button>> contains <<button "videos">><<goto [[hit02_arrest3]] ]]>><</button>> showing <<button "police">><<goto [[hit02_arrest4]] ]]>><</button>> <<button "arresting">><<goto [[hit02_arrest5]] ]]>><</button>> individuals. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arrest/Arrest003_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arrest: This <<button "event">><<goto [[hit02_arrest2]] ]]>><</button>> contains <<button "videos">><<goto [[hit02_arrest3]] ]]>><</button>> showing <<button "police">><<goto [[hit02_arrest4]] ]]>><</button>> <<button "arresting">><<goto [[hit02_arrest5]] ]]>><</button>> individuals. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arrest/Arrest004_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arrest: This <<button "event">><<goto [[hit02_arrest2]] ]]>><</button>> contains <<button "videos">><<goto [[hit02_arrest3]] ]]>><</button>> showing <<button "police">><<goto [[hit02_arrest4]] ]]>><</button>> <<button "arresting">><<goto [[hit02_arrest5]] ]]>><</button>> individuals. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arrest/Arrest018_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arrest: This <<button "event">><<goto [[hit02_arrest2]] ]]>><</button>> contains <<button "videos">><<goto [[hit02_arrest3]] ]]>><</button>> showing <<button "police">><<goto [[hit02_arrest4]] ]]>><</button>> <<button "arresting">><<goto [[hit02_arrest5]] ]]>><</button>> individuals. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/road/RoadAccidents014_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Road Accident: This event contains videos showing <<button "traffic accidents">><<goto [[hit02_roadaccidents2]] ]]>><</button>> involving <<button "vehicles">><<goto [[hit02_roadaccidents3]] ]]>><</button>> , <<button "pedestrians">><<goto [[hit02_roadaccident4]] ]]>><</button>> or <<button "cyclists">><<goto [[hit02_roadaccident5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/road/RoadAccidents005_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Road Accident: This event contains videos showing <<button "traffic accidents">><<goto [[hit02_roadaccidents2]] ]]>><</button>> involving <<button "vehicles">><<goto [[hit02_roadaccidents3]] ]]>><</button>> , <<button "pedestrians">><<goto [[hit02_roadaccident4]] ]]>><</button>> or <<button "cyclists">><<goto [[hit02_roadaccident5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/road/RoadAccidents015_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Road Accident: This event contains videos showing <<button "traffic accidents">><<goto [[hit02_roadaccidents2]] ]]>><</button>> involving <<button "vehicles">><<goto [[hit02_roadaccidents3]] ]]>><</button>> , <<button "pedestrians">><<goto [[hit02_roadaccident4]] ]]>><</button>> or <<button "cyclists">><<goto [[hit02_roadaccident5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/road/RoadAccidents031_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Road Accident: This event contains videos showing <<button "traffic accidents">><<goto [[hit02_roadaccidents2]] ]]>><</button>> involving <<button "vehicles">><<goto [[hit02_roadaccidents3]] ]]>><</button>> , <<button "pedestrians">><<goto [[hit02_roadaccident4]] ]]>><</button>> or <<button "cyclists">><<goto [[hit02_roadaccident5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/vandalism/Vandalism004_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Vandalism: This event contains videos showing action involving <<button "deliberate destruction">><<goto [[hit02_vandalism2]] ]]>><</button>> of or damage to <<button "public">><<goto [[hit02_vandalism3]] ]]>><</button>> or <<button "private property">><<goto [[hit02_vandalism4]] ]]>><</button>> . The term includes property damage, such as graffiti and defacement directed towards any property <<button "without permission">><<goto [[hit02_vandalism5]] ]]>><</button>> of the owner. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/vandalism/Vandalism023_x264-2.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Vandalism: This event contains videos showing action involving <<button "deliberate destruction">><<goto [[hit02_vandalism2]] ]]>><</button>> of or damage to <<button "public">><<goto [[hit02_vandalism3]] ]]>><</button>> or <<button "private property">><<goto [[hit02_vandalism4]] ]]>><</button>> . The term includes property damage, such as graffiti and defacement directed towards any property <<button "without permission">><<goto [[hit02_vandalism5]] ]]>><</button>> of the owner. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/vandalism/Vandalism029_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Vandalism: This event contains videos showing action involving <<button "deliberate destruction">><<goto [[hit02_vandalism2]] ]]>><</button>> of or damage to <<button "public">><<goto [[hit02_vandalism3]] ]]>><</button>> or <<button "private property">><<goto [[hit02_vandalism4]] ]]>><</button>> . The term includes property damage, such as graffiti and defacement directed towards any property <<button "without permission">><<goto [[hit02_vandalism5]] ]]>><</button>> of the owner. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/vandalism/Vandalism001_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Vandalism: This event contains videos showing action involving <<button "deliberate destruction">><<goto [[hit02_vandalism2]] ]]>><</button>> of or damage to <<button "public">><<goto [[hit02_vandalism3]] ]]>><</button>> or <<button "private property">><<goto [[hit02_vandalism4]] ]]>><</button>> . The term includes property damage, such as graffiti and defacement directed towards any property <<button "without permission">><<goto [[hit02_vandalism5]] ]]>><</button>> of the owner. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_345_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Normal Event: This event contains videos where <<button "no crime">><<goto [[hit02_normalevent2]] ]]>><</button>> occurred. These videos include both <<button "indoor">><<goto [[hit02_normalevent4]] ]]>><</button>> (such as a shopping mall) and <<button "outdoor">><<goto [[hit02_normalevent3]] ]]>><</button>> scenes as well as <<button "day and night-time">><<goto [[hit02_normalevent5]] ]]>><</button>> scenes. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_015_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Normal Event: This event contains videos where <<button "no crime">><<goto [[hit02_normalevent2]] ]]>><</button>> occurred. These videos include both <<button "indoor">><<goto [[hit02_normalevent4]] ]]>><</button>> (such as a shopping mall) and <<button "outdoor">><<goto [[hit02_normalevent3]] ]]>><</button>> scenes as well as <<button "day and night-time">><<goto [[hit02_normalevent5]] ]]>><</button>> scenes. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_885_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Normal Event: This event contains videos where <<button "no crime">><<goto [[hit02_normalevent2]] ]]>><</button>> occurred. These videos include both <<button "indoor">><<goto [[hit02_normalevent4]] ]]>><</button>> (such as a shopping mall) and <<button "outdoor">><<goto [[hit02_normalevent3]] ]]>><</button>> scenes as well as <<button "day and night-time">><<goto [[hit02_normalevent5]] ]]>><</button>> scenes. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_929_x264.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Normal Event: This event contains videos where <<button "no crime">><<goto [[hit02_normalevent2]] ]]>><</button>> occurred. These videos include both <<button "indoor">><<goto [[hit02_normalevent4]] ]]>><</button>> (such as a shopping mall) and <<button "outdoor">><<goto [[hit02_normalevent3]] ]]>><</button>> scenes as well as <<button "day and night-time">><<goto [[hit02_normalevent5]] ]]>><</button>> scenes. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/explosion/Explosion025_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Explosion: This event contains videos <<button "showing">><<goto [[hit02_explosion2]] ]]>><</button>> <<button "destructive">><<goto [[hit02_explosion3]] ]]>><</button>> event of something <<button "blowing">><<goto [[hit02_explosion4]] ]]>><</button>> <<button "apart">><<goto [[hit02_explosion5]] ]]>><</button>> . This event does not include videos where a person intentionally sets a fire or sets off an explosion. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/explosion/Explosion019_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Explosion: This event contains videos <<button "showing">><<goto [[hit02_explosion2]] ]]>><</button>> <<button "destructive">><<goto [[hit02_explosion3]] ]]>><</button>> event of something <<button "blowing">><<goto [[hit02_explosion4]] ]]>><</button>> <<button "apart">><<goto [[hit02_explosion5]] ]]>><</button>> . This event does not include videos where a person intentionally sets a fire or sets off an explosion. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/explosion/Explosion022_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Explosion: This event contains videos <<button "showing">><<goto [[hit02_explosion2]] ]]>><</button>> <<button "destructive">><<goto [[hit02_explosion3]] ]]>><</button>> event of something <<button "blowing">><<goto [[hit02_explosion4]] ]]>><</button>> <<button "apart">><<goto [[hit02_explosion5]] ]]>><</button>> . This event does not include videos where a person intentionally sets a fire or sets off an explosion. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/explosion/Explosion028_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Explosion: This event contains videos <<button "showing">><<goto [[hit02_explosion2]] ]]>><</button>> <<button "destructive">><<goto [[hit02_explosion3]] ]]>><</button>> event of something <<button "blowing">><<goto [[hit02_explosion4]] ]]>><</button>> <<button "apart">><<goto [[hit02_explosion5]] ]]>><</button>> . This event does not include videos where a person intentionally sets a fire or sets off an explosion. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/assault/Assault046_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Assault: This event contains videos showing a <<button "suddon">><<goto [[hit02_assault2]] ]]>><</button>> or <<button "violent">><<goto [[hit02_assault3]] ]]>><</button>> physical <<button "attack">><<goto [[hit02_assault4]] ]]>><</button>> on <<button "someone">><<goto [[hit02_assault5]] ]]>><</button>> . Note that in these videos the person who is assaulted does not fight back. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/assault/Assault031_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Assault: This event contains videos showing a <<button "suddon">><<goto [[hit02_assault2]] ]]>><</button>> or <<button "violent">><<goto [[hit02_assault3]] ]]>><</button>> physical <<button "attack">><<goto [[hit02_assault4]] ]]>><</button>> on <<button "someone">><<goto [[hit02_assault5]] ]]>><</button>> . Note that in these videos the person who is assaulted does not fight back. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/assault/Assault028_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Assault: This event contains videos showing a <<button "suddon">><<goto [[hit02_assault2]] ]]>><</button>> or <<button "violent">><<goto [[hit02_assault3]] ]]>><</button>> physical <<button "attack">><<goto [[hit02_assault4]] ]]>><</button>> on <<button "someone">><<goto [[hit02_assault5]] ]]>><</button>> . Note that in these videos the person who is assaulted does not fight back. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/assault/Assault010_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Assault: This event contains videos showing a <<button "suddon">><<goto [[hit02_assault2]] ]]>><</button>> or <<button "violent">><<goto [[hit02_assault3]] ]]>><</button>> physical <<button "attack">><<goto [[hit02_assault4]] ]]>><</button>> on <<button "someone">><<goto [[hit02_assault5]] ]]>><</button>> . Note that in these videos the person who is assaulted does not fight back. <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/fighting/Fighting003_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Fighting: This event contains videos <<button "displaying">><<goto [[hit02_fighting2]] ]]>><</button>> <<button "two">><<goto [[hit02_fighting3]] ]]>><</button>> or <<button "more people">><<goto [[hit02_fighting4]] ]]>><</button>> attacking <<button "one another">><<goto [[hit02_fighting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/fighting/Fighting020_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Fighting: This event contains videos <<button "displaying">><<goto [[hit02_fighting2]] ]]>><</button>> <<button "two">><<goto [[hit02_fighting3]] ]]>><</button>> or <<button "more people">><<goto [[hit02_fighting4]] ]]>><</button>> attacking <<button "one another">><<goto [[hit02_fighting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/fighting/Fighting006_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Fighting: This event contains videos <<button "displaying">><<goto [[hit02_fighting2]] ]]>><</button>> <<button "two">><<goto [[hit02_fighting3]] ]]>><</button>> or <<button "more people">><<goto [[hit02_fighting4]] ]]>><</button>> attacking <<button "one another">><<goto [[hit02_fighting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/fighting/Fighting012_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Fighting: This event contains videos <<button "displaying">><<goto [[hit02_fighting2]] ]]>><</button>> <<button "two">><<goto [[hit02_fighting3]] ]]>><</button>> or <<button "more people">><<goto [[hit02_fighting4]] ]]>><</button>> attacking <<button "one another">><<goto [[hit02_fighting5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arson/Arson048_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arson: This event contains videos <<button "showing">><<goto [[hit02_arson2]] ]]>><</button>> people <<button "deliberately">><<goto [[hit02_arson3]] ]]>><</button>> setting <<button "fire">><<goto [[hit02_arson4]] ]]>><</button>> to <<button "property">><<goto [[hit02_arson5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arson/Arson036_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arson: This event contains videos <<button "showing">><<goto [[hit02_arson2]] ]]>><</button>> people <<button "deliberately">><<goto [[hit02_arson3]] ]]>><</button>> setting <<button "fire">><<goto [[hit02_arson4]] ]]>><</button>> to <<button "property">><<goto [[hit02_arson5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arson/Arson008_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arson: This event contains videos <<button "showing">><<goto [[hit02_arson2]] ]]>><</button>> people <<button "deliberately">><<goto [[hit02_arson3]] ]]>><</button>> setting <<button "fire">><<goto [[hit02_arson4]] ]]>><</button>> to <<button "property">><<goto [[hit02_arson5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arson/Arson007_x264-1.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP"></span>Arson: This event contains videos <<button "showing">><<goto [[hit02_arson2]] ]]>><</button>> people <<button "deliberately">><<goto [[hit02_arson3]] ]]>><</button>> setting <<button "fire">><<goto [[hit02_arson4]] ]]>><</button>> to <<button "property">><<goto [[hit02_arson5]] ]]>><</button>> . <<button "<- back">><<goto [[hit02_category]] ]]>><</button>></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/09_09152008flight2tape1_3_nightvision.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_10y]] ]]>><</button>> <<button "NO">><<goto [[hit01_10n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/01_01_aerial_digging.mp4" type="video/mp4">
</video>
<div class="content"><center>//"In the desire for enchanted technologies that intuit human needs and serve human desires, labor becomes something that is intentionally obfuscated so as to create the effect of machine autonomy (as in the example of the “magic” of robot intelligence and the necessarily <<button "hidden">><<goto [[hit01_03]] ]]>><</button>> human work behind it)."//
Source: Atanasoski, Neda, and Kalindi Vora. Surrogate Humanity Race, Robots, and the Politics of Technological Futures. Duke University Press, 2019.
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/01_01_aerial_digging.mp4" type="video/mp4">
</video>
<div class="content"><center>//"begin by working backwards to surface the <<button "actors">><<goto [[hit01_03]] ]]>><</button>> (both individual and institutional) that have labored to generate a particular dataset"//
Source: D’Ignazio, Catherine, and Lauren F. Klein. Feminist Data Visualization. 2016.
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/02_part1_kicking.mp4" type="video/mp4">
</video>
<div class="content"><center>//"The result is not only that we do not "see" other solutions to the problem of violence, but that we also become absolved from having to see the <<button "violence">><<goto [[hit01_04]] ]]>><</button>> in the first place"//
Source: Smith, Andrea. “Not-Seeing: State Surveillance, Settler Colonialism, and Gender Violence.” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015.
</center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/02_part1_kicking.mp4" type="video/mp4">
</video>
<div class="content"><center>//“Essentially, the apparatus of state surveillance, which allows the state to see <<button "violence">><<goto [[hit01_04]] ]]>><</button>>, absolves us from the responsibility of having to see it."//
Source: Smith, Andrea. “Not-Seeing: State Surveillance, Settler Colonialism, and Gender Violence.” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015.
</center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/03_aerial_boxing.mp4" type="video/mp4">
</video>
<div class="content"><center>//"Category is a key mechanism whereby certain types of ordered (often "ritualized") practice produce power by enacting and embodying categories that serve to mark and divide up the world in certain ways"//
Source: Mackenzie, Adrian. Machine Learners: Archaeology of a Data Practice. MIT Press, 2017.</center>
UCF-ARG (University of Central Florida-Aerial camera, Rooftop camera and Ground camera) Data set is a Multiview Human Action data set. UCF-ARG consists of 10 actions performed by 12 actors recorded from a ground camera, a rooftop camera at a height of 100 feet, and an aerial camera mounted onto the payload platform of a 13' Kingfisher Aerostat helium balloon.
* Boxing
* Carrying
* Clapping
* Digging
* Jogging
* Open-Close Trunk
* <<button "Running">><<goto [[hit01_05]] ]]>><</button>>
* Throwing
* Walking and Waving
</div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/03_aerial_boxing.mp4" type="video/mp4">
</video>
<div class="content"><center>//"ongoing violence in communities of color are hypervisible, surveilled, and the subject to violent state intervention... when violence happens in communities of color, it is understood as ordinary and expected –people from these communities are configured as always already <<button "criminals">><<goto [[hit01_05]] ]]>><</button>> –whereas violence in white communities is imagined to be exceptional. This racist imagining of violence as key to communities of color justifies new forms of surveillance by the state in ways that facilitate the disproportionate criminalization of communities of color"//
Source: Dubrofsky, Rachel E., and Shoshana Amielle Magnet. “Introduction. Feminist Surveillance Studies: Critical Interventions.” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015.</center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/04_actions1_car_run.mp4" type="video/mp4">
</video>
<div class="content"><center>UCF Aerial Action Data Set: //"We employ GTA-5 (Grand Theft Auto) or FIFA (Federation International Football Association) for collecting a dataset. For each action, we record ground and aerial videos pairs i.e., the same action frames captured from both <<button "aerial">><<goto [[hit01_06]] ]]>><</button>> and ground cameras. In total, we collect seven human actionsincluding cycling, fighting, soccer kicking, running, walking, shooting and skydiving."//
Source: Sultani, Waqas, and Mubarak Shah. “Human Action Recognition in Drone Videos Using a Few Aerial Training Examples.” ArXiv:1910.10027 [Cs], Mar. 2020. arXiv.org, http://arxiv.org/abs/1910.10027.
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/04_actions1_car_run.mp4" type="video/mp4">
</video>
<div class="content"><center>UCF Aerial Action Data Set: //"<<button "aerial">><<goto [[hit01_06]] ]]>><</button>> games and generated fake <<button "aerial">><<goto [[hit01_06]] ]]>><</button>> examples can be extremely useful for an improved action recognition in real <<button "aerial">><<goto [[hit01_06]] ]]>><</button>> videos when only a few <<button "aerial">><<goto [[hit01_06]] ]]>><</button>> training examples are available".//
Source: Sultani, Waqas, and Mubarak Shah. “Human Action Recognition in Drone Videos Using a Few Aerial Training Examples.” ArXiv:1910.10027 [Cs], Mar. 2020. arXiv.org, http://arxiv.org/abs/1910.10027.
//"As they play empty economic and social games provided by automation, humans turn into 'objects' or 'pawns' meant to be processed like any casual sample of raw material. The closer to perfection the system gets, the farther from life."//
Source: Lewis Mumford, The Myth of the Machine
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/05_09152008flight2tape2_2_cars.mp4" type="video/mp4">
</video>
<div class="content"><center>//"Despite the common mythos that AI and the data it draws on are objectively and scientifically classifying the world, everywhere there is politics, ideology, prejudices, and all of the <<button "subjective">><<goto [[hit01_07]] ]]>><</button>> stuff of history."//
Source: Crawford, Kate, and Trevor Paglen. Excavating AI: The Politics of Images in Machine Learning Training Sets. The AI Now Institute, 2019, https://www.excavating.ai.
//"The VIRAT Video Dataset is designed to be realistic, natural and challenging for video surveillance domains in terms of its resolution, background clutter, diversity in scenes, and human activity/event categories than existing action recognition datasets."//
Source: https://viratdata.org/ </center>
VIRAT Video Dataset activity definitions: Vehicle Activities:
* Moving
* Stopping
* Starting
* Turning (Right orLeft)
* U-Turn
* Construction Function
<center>Source: Viratdata KITWARE: https://gitlab.kitware.com/viratdata/viratannotations/blob/master/DIVA-Annotation-Guidelines-V1.0.docx.pdf
</center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/05_09152008flight2tape2_2_cars.mp4" type="video/mp4">
</video>
<div class="content"><center>//“Surveillance depends on regimes of visibility and invisibility…, making visible the potential threats that exists and using <<button "cues">><<goto [[hit01_07]] ]]>><</button>> to profile threats.”//
Source: Jiwani, Yasmin. “Violating In/Visibilities: Honor Killings and Interlocking Surveillance(s).” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015, p. dup;9780822375463/1. DOI.org (Crossref), doi:10.1215/9780822375463.
</center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/06_09162008flight1tape1_4_walk_field.mp4" type="video/mp4">
</video>
<div class="content"><center>//“It is critical that we not only seek to understand how AI disadvantages some, but that we also consider how it works to the advantage of others, reinforcing a narrow idea of the <<button "'normal' person">><<goto [[hit01_08]] ]]>><</button>>."//
Source: Myers West, Sarah, et al. DISCRIMINATING SYSTEMS Gender, Race, and Power in AI. AI Now Institut, Apr. 2019, https://ainowinstitute.org/discriminatingsystems.pdf.
//"The VIRAT Video Dataset contains two broad categories of activities (single-object and two-objects) which involve both human and vehicles."//
Source: https://viratdata.org/ </center>
VIRAT Video Dataset activity definitions
* Standing
* Crouching
* Sitting
* <<button "Walking">><<goto [[hit01_08]] ]]>><</button>>
* Running
* Falling
* <<button "Carrying">><<goto [[hit01_08]] ]]>><</button>>
* Gesturing
* Distress
* Agressive
* Talking on Phone
* Texting on Phone
* <<button "Digging">><<goto [[hit01_08]] ]]>><</button>>
* Using tool
* <<button "Throwing">><<goto [[hit01_08]] ]]>><</button>>
* Kicking
* Umbrella
</div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/06_09162008flight1tape1_4_walk_field.mp4" type="video/mp4">
</video>
<div class="content"><center>//“The world of the future will be an even more demanding struggle against the limitations of our <<button "intelligence">><<goto [[hit01_08]] ]]>><</button>>, not a comfortable hammock in which we can lie down to be waited upon by our robot slaves.”// ― Norbert Wiener
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/07_aerial_tape3_part1_mixed2.mp4" type="video/mp4">
</video><div class="content"><center>//“How different might our society be if US businesses had chosen to invest in people as well as in machines?
Most companies opted for the smart machine over smart people, producing a well-documented pattern that favors substituting machines and their algorithms for human <<button "contributors">><<goto [[hit01_09]] ]]>><</button>> in a wide range of jobs.”//
Source: Zuboff, Shoshana. The Age of Surveillance Capitalism. Profile Books, 2019.
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/07_aerial_tape3_part1_mixed2.mp4" type="video/mp4">
</video>
<div class="content"><center>//“The message is that surveillance capitalism’s new instruments will render the entire world’s actions and conditions as behavioral flows... In the flatness of this flow, data are data, and behavior is behavior. The body is simply a set of coordinates in time and space where sensation and <<button "action">><<goto [[hit01_09]] ]]>><</button>> are translated as data.”//
Source: Zuboff, Shoshana. The Age of Surveillance Capitalism. Profile Books, 2019.
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/08_09172008flight1tape1_5_trunk.mp4" type="video/mp4">
</video>
<div class="content"><center>//“as these technologies are specifically deployed to identify <<button "suspect bodies">><<goto [[hit01_10]] ]]>><</button>>, the impact of technological failure manifests itself most consistently in othered communities"//
Source: Magnet, Shoshana Amielle. When Biometrics Fail: Gender, Race, and the Technology of Identity. Duke University Press, 2011.
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/08_09172008flight1tape1_5_trunk.mp4" type="video/mp4">
</video>
<div class="content"><center>//“AI systems are increasingly tasked with sorting those who are worthy from those who are not…Rarely are such decisions contestable or even <<button "visible">><<goto [[hit01_10]] ]]>><</button>> to the people at most risk of harm.”//
Source: Myers West, Sarah, et al. DISCRIMINATING SYSTEMS Gender, Race, and Power in AI. AI Now Institut, Apr. 2019, https://ainowinstitute.org/discriminatingsystems.pdf.
//"Annotating the aerial video proved extremely challenging, and we were unable to complete the annotations on the original contract. We are actively pursuing promising funding opportunities and hope to have an update soon"//</center>
VIRAT Event (Activity) Annotations (release 2.0)
* Person loading an Object to a Vehicle
* Person Unloading an Object from a Vehicle
* Person Opening a Vehicle Trunk
* Person Closing a Vehicle Trunk
* Person getting into a Vehicle
* Person getting out of a Vehicle
* Person gesturing
* Person digging
* Person Carrying an Object
* Person running
* Person entering a facility
* Person exiting a facility
Source: https://viratdata.org/
</div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/09_09152008flight2tape1_3_nightvision.mp4" type="video/mp4">
</video>
<div class="content"><center>//“spectacles and specters of the terrorist <<button "threat">><<goto [[hit01_11]] ]]>><</button>> nourish a political culture of compulsory transparency or unquestioning support for technological solutions to the threat of international terrorism.”//
Source: Hall, Rachel. “Terror and the Female Grotesque: Introducing Full-Body Scanners to U.S. Airports.” Feminist Surveillance Studies, edited by Rachel E. Dubrofsky and Shoshana Amielle Magnet, Duke University Press, 2015.</center></div>
<<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/09_09152008flight2tape1_3_nightvision.mp4" type="video/mp4">
</video>
<div class="content"><center>//"<<button "Vision">><<goto [[hit01_11]] ]]>><</button>> in this technological feast becomes unregulated gluttony; all seems not just mythically about the god trick of seeing everything from nowhere, but to have put the myth into ordinary practice. And like the god trick, this eye fucks the world to make techno-monsters."//
Source: Haraway, Donna. “Situated Knowledges: The Science Question in Feminism and the Privilege of Partial Perspective.” Feminist Studies, vol. 14, no. 3, 1988, pp. 575–99.
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/10_aerial_tape2_part1_throwing.mp4" type="video/mp4">
</video>
<div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_11y]] ]]>><</button>> <<button "NO">><<goto [[hit01_11n]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/10_aerial_tape2_part1_throwing.mp4" type="video/mp4">
</video>
<div class="content"><center>//“Many AI systems don’t have “user facing” interfaces at all. Instead they are integrated into the backend processes of institutional decision making, unseen and often unknown to those whose lives and opportunities they influence.”//
Source: Myers West, Sarah, et al. DISCRIMINATING SYSTEMS Gender, Race, and Power in AI. AI Now Institut, Apr. 2019, https://ainowinstitute.org/discriminatingsystems.pdf.
<<button "Back to HITs">><<goto [[HITS]] ]]>><</button>>
</center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/HIT2/10_aerial_tape2_part1_throwing.mp4" type="video/mp4">
</video>
<div class="content"><center>//"Training sets, then, are the foundation on which contemporary machine-learning systems are built. They are central to how AI systems recognize and interpret the world. These datasets shape the epistemic boundaries governing how AI systems operate, and thus are an essential part of understanding socially significant questions about AI."//
Source: Crawford, Kate, and Trevor Paglen. Excavating AI: The Politics of Images in Machine Learning Training Sets. The AI Now Institute, 2019, https://www.excavating.ai.
<<button "Back to HITs">><<goto [[HITS]] ]]>><</button>>
</center></div><<set $wage to 0>><<set $eff to 0>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/fighting/Fighting007_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_03a]]>><</button>> <<button "NO">><<goto [[hit03_03]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/explosion/Explosion003_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_04a]]>><</button>> <<button "NO">><<goto [[hit03_04]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_929_x264.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_05]]>><</button>> <<button "NO">><<goto [[hit03_05a]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Caviarsm/Meet_WalkSplit.mp4" type="video/mp4">
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_06]] ]]>><</button>> <<button "NO">><<goto [[hit03_06a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/MOTsm/MOT Challenge - Visualize6.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_07]] ]]>><</button>> <<button "NO">><<goto [[hit03_07a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/abuse/Abuse014_x264-1.mp4" type="video/mp4"> </video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_08a]] ]]>><</button>> <<button "NO">><<goto [[hit03_08]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_745_x264.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_09]] ]]>><</button>> <<button "NO">><<goto [[hit03_09a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shooting/Shooting034_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_10a]] ]]>><</button>> <<button "NO">><<goto [[hit03_10]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/road/RoadAccidents004_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_11a]] ]]>><</button>> <<button "NO">><<goto [[hit03_11]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_015_x264.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_12]] ]]>><</button>> <<button "NO">><<goto [[hit03_12a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_289_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_13]] ]]>><</button>> <<button "NO">><<goto [[hit03_13a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/vandalism/Vandalism001_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_14a]] ]]>><</button>> <<button "NO">><<goto [[hit03_14]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_010107_01_000068_000196.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_15]] ]]>><</button>> <<button "NO">><<goto [[hit03_15a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050300_05_001272_001330.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_16a]] ]]>><</button>> <<button "NO">><<goto [[hit03_16]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/fighting/Fighting012_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_17a]] ]]>><</button>> <<button "NO">><<goto [[hit03_17]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_345_x264.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_18]] ]]>><</button>> <<button "NO">><<goto [[hit03_18a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000207_04_000902_000934.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_19]] ]]>><</button>> <<button "NO">><<goto [[hit03_19a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_010200_00_000060_000218_1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_20a]] ]]>><</button>> <<button "NO">><<goto [[hit03_20]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arrest/Arrest005_x264-1.mp4" type="video/mp4">
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_01End]] ]]>><</button>> <<button "NO">><<goto [[hit01_01End]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/explosion/Explosion003_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_04a]]>><</button>> <<button "NO">><<goto [[hit03_04]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_929_x264.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_05]]>><</button>> <<button "NO">><<goto [[hit03_05a]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Caviarsm/Meet_WalkSplit.mp4" type="video/mp4">
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_06]] ]]>><</button>> <<button "NO">><<goto [[hit03_06a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/MOTsm/MOT Challenge - Visualize6.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_07]] ]]>><</button>> <<button "NO">><<goto [[hit03_07a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/abuse/Abuse014_x264-1.mp4" type="video/mp4"> </video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_08a]] ]]>><</button>> <<button "NO">><<goto [[hit03_08]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_745_x264.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_09]] ]]>><</button>> <<button "NO">><<goto [[hit03_09a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/shooting/Shooting034_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_10a]] ]]>><</button>> <<button "NO">><<goto [[hit03_10]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/road/RoadAccidents004_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_11a]] ]]>><</button>> <<button "NO">><<goto [[hit03_11]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_015_x264.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_12]] ]]>><</button>> <<button "NO">><<goto [[hit03_12a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_289_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_13]] ]]>><</button>> <<button "NO">><<goto [[hit03_13a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/vandalism/Vandalism001_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_14a]] ]]>><</button>> <<button "NO">><<goto [[hit03_14]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_010107_01_000068_000196.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_15]] ]]>><</button>> <<button "NO">><<goto [[hit03_15a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050300_05_001272_001330.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_16a]] ]]>><</button>> <<button "NO">><<goto [[hit03_16]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/fighting/Fighting012_x264-1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_17a]] ]]>><</button>> <<button "NO">><<goto [[hit03_17]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/normal/Normal_Videos_345_x264.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_18]] ]]>><</button>> <<button "NO">><<goto [[hit03_18a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_000207_04_000902_000934.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_19]] ]]>><</button>> <<button "NO">><<goto [[hit03_19a]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_010200_00_000060_000218_1.mp4" type="video/mp4"></video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit03_20a]] ]]>><</button>> <<button "NO">><<goto [[hit03_20]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<set $wage +=1>><<set $eff +=1>>
<<script>>UIBar.destroy()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/UCF/arrest/Arrest005_x264-1.mp4" type="video/mp4">
</video><div class="content"><center>Spot anything suspicious? <<button "YES">><<goto [[hit01_01End]] ]]>><</button>> <<button "NO">><<goto [[hit01_01End]] ]]>><</button>><<include "Timer">><span id="countdown"></span></center></div><<script>>UIBar.stow()<</script>>
<<set $hourvideo to $wage*60>>
<<set $hourwage to $wage*0.54>>
<<set $prec to $eff/$wage*100>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4"></video><style>
table {
border-collapse: collapse;
width: 100%;
}
td, th {
border: 1px solid #eeeeee;
text-align: left;
padding: 8px;
}
tr:nth-child(even) {
background-color: #5e5e5e;
}
</style><div class="content"><span id="felltypeGP">Minimum wage overview</span><center><table style="width:90%" border="1" solid>
<tr>
<th>Country</th>
<th>Euro/Hour</th>
<th>Valid since</th>
</tr>
<tr>
<td>Luxembourg</td>
<td>11.97€</td>
<td>01.01.2019</td>
</tr>
<tr>
<td>Australia</td>
<td>11.89€</td>
<td>01.07.2016</td>
</tr>
<tr>
<td>France</td>
<td>9.76€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>New Zealand</td>
<td>9.60€</td>
<td>01.04.2016</td>
</tr>
<tr>
<td>Ireland</td>
<td>9.55€</td>
<td>01.01.2018</td>
</tr>
<tr>
<td>The Netherlands</td>
<td>9.52€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Germany</td>
<td>9.35€</td>
<td>01.01.2020</td>
</tr>
<tr>
<td>Belgium</td>
<td>9.28€</td>
<td>01.06.2016</td>
</tr>
<tr>
<td>United Kingdom</td>
<td>8.79€</td>
<td>01.04.2016</td>
</tr>
<tr>
<td>Canada</td>
<td>7.65€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Japan</td>
<td>6.85€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>USA</td>
<td>6.55€</td>
<td>24.07.2009</td>
</tr>
<tr>
<td>Slovenia</td>
<td>4.65€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Spain</td>
<td>4.29€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Malta</td>
<td>4.25€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Korea</td>
<td>3.86€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Turkey</td>
<td>2.73€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Poland</td>
<td>2.65€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Hungary</td>
<td>2,35€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Ukraine</td>
<td>0.68€</td>
<td>01.01.2017</td>
</tr>
<tr>
<td>Russia</td>
<td>0.58€</td>
<td>01.07.2016</td>
</tr>
</table> </center><center><<button "Back to HITs">><<goto [[HITS]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">Pace and accuracy</span>Quotes from /r/mturk, a subreddit focusing on Amazon's crowd work platform, Mechanical Turk (MTurk):
<center>
------
//These "too fast" rejections are becoming common...//
------
//Keep in mind that rejections hurt our ratings and our ability to complete work on Mturk. When workers are rejected, we post reviews to requester review sites. Since this is an unfair rejection, you may likely get a bad requester rating. If your rating goes down, workers who pride themselves on keeping a high rating may not do your hits. This means that your data could suffer.//
------
We just launched a survey that you qualify for! It is paying $0.50 and most people complete it in about 30 min.
//"I usually at least check out the summary form thing first because occasionally it'll say stuff like "we pay 50 cents for doing the survey with a potential for a $30 bonus (average of ~$8 bonus) based on performance."//
------
//The problem i'm having is that it's the same crap i see every day. I jump on the surveys i see, majority of the HITS are broken so i just return them instead of risk getting a rejection and majority of the HITS are RIDICULOUSLY underpaid. I'm talking, "Check 15 websites for their Whois status" for 4cents...//
------
//Change your method! 10 cents a minute is $6 an hour. Quit doing the 1 cent tasks unless you can do at least 1 per 5 seconds. Come on bruh what internet connection do you have? How old are you? Arthritis causing you troubles or something?//
------
<<button "Continue to HIT">><<goto [[hit03_01]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">UCF-Crime Dataset</span>By: Center for Research in Computer Vision (CRCV), University of Central Florida (UCF), Supported by: National Institute of Justice, Office of Justice Programs, U.S. Department of Justice.
* 128 hours of material (1900 videos)
* Real-world surveillance footage
* 13 categories: Abuse, Burglary, Robbery, Stealing, Shooting, Shoplifting, Assault, Fighting, Arson, Explosion, Arrest, Road Accident, Vandalism and Normal Event.
* Claims to be the largest dataset, 15 times more videos than other existing anomaly datasets (in 2019).
Source: Sultani, Waqas, et al. “Real-World Anomaly Detection in Surveillance Videos.” ArXiv:1801.04264.
<center><<button "Continue to HIT">><<goto [[hit03_01]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">CAVIAR Scenarios</span> For the CAVIAR project a number of video clips were recorded acting out the different scenarios of interest. These include people walking alone, meeting with others, window shopping, entering and exitting shops, fighting and passing out and last, but not least, leaving a package in a public place.
The first section of video clips were filmed for the CAVIAR project with a wide angle camera lens in the entrance lobby of the INRIA Labs at Grenoble, France. The resolution is half-resolution PAL standard (384 x 288 pixels, 25 frames per second) and compressed using MPEG2. The file sizes are mostly between 6 and 12 MB, a few up to 21 MB.
<center><<button "Continue to HIT">><<goto [[hit03_01]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">The MOT Benchmark</span>In the recent past, the computer vision community has relied on several centralized benchmarks for performance evaluation of numerous tasks including object detection, pedestrian detection, 3D reconstruction, optical flow, single-object short-term tracking, and stereo estimation. Despite potential pitfalls of such benchmarks, they have proved to be extremely helpful to advance the state-of-the-art in the respective research fields. Interestingly, there has been rather limited work on the standardization of multiple target tracking evaluation. Even for this widely used benchmark, a common technique for presenting tracking results to date involves using different subsets of the available data, inconsistent model training and varying evaluation scripts.
With this benchmark we would like to pave the way for a unified framework towards more meaningful quantification of multi-target tracking.
<center><<button "Continue to HIT">><<goto [[hit03_01]] ]]>><</button>></center></div><<script>>UIBar.stow()<</script>>
<video autoplay muted loop id="myVideo">
<source src="video/Viratsm/VIRAT_S_050201_09_001821_001876.mp4" type="video/mp4">
</video><div class="content"><span id="felltypeGP">VIRAT Video Dataset</span>This dataset is designed to be realistic, natural and challenging for video surveillance domains in terms of its resolution, background clutter, diversity in scenes, and human activity/event categories than existing action recognition datasets. It has become a benchmark dataset for the computer vision community.
<center><<button "Continue to HIT">><<goto [[hit03_01]] ]]>><</button>></center></div>Double-click this passage to edit it.