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Evading Real-Time Person Detectors by Adversarial T-shirt

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Nov 04 2019 Ben Tarnoff

Researchers have developed an "adversarial T-shirt" that's capable of confusing certain kinds of object detection systems based on deep neural networks. I feel like there's a streetwear collection in here somewhere... h/t @jackclarkSF's newsletter. https://arxiv.org/pdf/1910.11099.pdf https://t.co/Rser1Rwvlu
10 replies, 159 likes


Feb 14 2020 Pedro Lopes

@nytimes on our Wearable Microphone Jammer (see it in action here: https://www.youtube.com/watch?v=-43-4LfqiTA). it uses ultrasound to disable surrounding microphones from recording you; lead by Heather Zheng & @ravenben with Yuxin Chen, Huiying Li, @tengshanyuan, Steven Nagels and I ->#chi2020 1/N https://t.co/AEjFDyqwTM
4 replies, 146 likes


Nov 04 2019 Jack Clark

2013: Adversarial examples discussed: https://arxiv.org/abs/1312.6199 2017: Adversarial 3D objects https://arxiv.org/abs/1707.07397 2017: Adversarial street signs: https://arxiv.org/abs/1707.08945 2019: Adversarial t-shirts which are (somewhat) robust to fabric deformations
3 replies, 133 likes


Nov 04 2019 Joe Weisenthal

This seems like it could be really big. T-shirts featuring designs made to confuse image-recognition systems https://arxiv.org/pdf/1910.11099.pdf via @jackclarkSF's newsletter https://mailchi.mp/jack-clark/import-ai-171-adversarial-t-shirts-vs-ai-surveillance-how-to-spend-12bn-on-a-national-ai-push-making-social-robots-with-the-jackrabbot-dataset?e=a0623de235 https://t.co/X2rcbQl018
4 replies, 103 likes


Nov 05 2019 hardmaru ūüė∑

Evading Real-Time Person Detectors by Adversarial T-shirt They show that precious state-of-the-art adversarial patch methods only work ~27% of the time for person detection. They developed T-shirts to attack YOLOv2 and Faster R-CNN simultaneously. https://arxiv.org/abs/1910.11099 https://t.co/UHepSwgv1w
2 replies, 72 likes


Feb 14 2020 William Gibson

"Well suck me raw with a breast pump!" --Texan expression of amazement, learned long ago from @bruces. Thanks. Now I'll no longer be able to deny that this happens. (Though BTW, the UTS was @bruces's idea, in correspondence.)
0 replies, 50 likes


Nov 04 2019 Jared Spool

Everyone’s a designer. Never forget that.
1 replies, 40 likes


Nov 05 2019 Jack Clark

Adversarial t-shirts! Stanford HAI calls for $12bn a year in US gov funding for AI! When might robots have their ImageNet moment and how would we tell? DoD releases its AI principles! + more, including a story about robot repair Read Import AI 171 here: https://jack-clark.net/2019/11/04/import-ai-171-when-robotics-has-its-imagenet-moment-fooling-surveillance-ai-with-an-adversarial-t-shirt-and-stanford-calls-for-12bn-a-year-in-funding-for-a-us-national-endeavor/
2 replies, 33 likes


Nov 04 2019 Balaji S. Srinivasan

Next level would be wearable displays.
4 replies, 22 likes


Nov 04 2019 Toby Walsh

Evading face recognition software with adversarial t-shirts https://arxiv.org/abs/1910.11099
1 replies, 20 likes


Feb 14 2020 David Cox

@sifutweety @GreatDismal @bruces That project was the brainchild of @sijialiu17 from my team @MITIBMLab https://arxiv.org/abs/1910.11099 "Adversarial T-shirt! Evading Person Detectors in A Physical World" Kaidi Xu, Gaoyuan Zhang, Sijia Liu, Quanfu Fan, Mengshu Sun, Hongge Chen, Pin-Yu Chen, Yanzhi Wang, Xue Lin
1 replies, 18 likes


Nov 06 2019 Arrigo Triulzi

K. Xu et al., ‚ÄúEvading Real-Time Person Detectors by Adversarial T-shirt‚ÄĚ [‚Ķa robust physical adversarial example for evading person detectors even if it suffers from deformation due to a moving person's pose change‚Ķ 79% and 63% attack success rates‚Ķ] https://arxiv.org/abs/1910.11099
0 replies, 17 likes


Nov 05 2019 Ewen Harrison

Computer vision is still very easy to fool. Here‚Äôs an ‚Äúadversarial t-shirt‚ÄĚ that evades a real-time person detection algorithm. Hackers don‚Äôt have to hack. The model can be extracted and an attack designed. Much more of this to come. https://arxiv.org/pdf/1910.11099.pdf https://t.co/WJc8VTQABk
2 replies, 16 likes


Nov 12 2019 Rose Eveleth ‚Ė∑‚Ė∑

Oh man, maybe @flashforwardpod should start selling adversarial t-shirts to help listeners thwart facial recognition? https://arxiv.org/pdf/1910.11099.pdf
3 replies, 13 likes


Nov 04 2019 James Vincent

Another example of an adversarial T-shirt foiling AI surveillance algorithms. Big difference here is making the adversarial image work on deformable cloth (earlier examples have had to be printed on inflexible surfaces). Success rates vary from ~50-80% https://arxiv.org/pdf/1910.11099.pdf https://t.co/4DbJCBwsAu
0 replies, 6 likes


Feb 14 2020 Pin-Yu Chen

This reminds me of our real-time detection-evasion adversarial T-shirt https://arxiv.org/abs/1910.11099 Modern citizens certainly want to avoid being recorded/detected/monitored unknowingly Now imagine every one wearing this wrist jammer and adversarial T-shirt. What's next?
1 replies, 6 likes


Nov 08 2019 Grady Booch

Boomer: tie-dyed t-shirts Now: adversarial t-shirts https://arxiv.org/pdf/1910.11099.pdf https://t.co/HKXU9BC5XN
1 replies, 5 likes


Nov 30 2019 Michael Dempsey

More fun adversarial clothing to evade people detectors in the real world. https://arxiv.org/pdf/1910.11099.pdf https://t.co/q3AuVl47tZ
1 replies, 5 likes


Nov 08 2019 Frank Denis

Evading Real-Time Person Detectors by Adversarial T-shirt https://arxiv.org/pdf/1910.11099.pdf
0 replies, 4 likes


Feb 15 2020 Bryan Alexander

phrase of the day: adversarial T-shirts. "In this work, we propose Adversarial T-shirts, a robust physical adversarial example for evading person detectors even if it could undergo non-rigid deformation due to a moving person's pose changes." https://arxiv.org/abs/1910.11099
1 replies, 3 likes


Nov 12 2019 tomaustin

Should all of us buy and wear "Adversarial T-shirts" to foil current facial-recognition technologies? Check out the work by researchers at Northeastern, MIT, and IBM. https://arxiv.org/pdf/1910.11099.pdf @AnalystSyndica1 Should the Analyst Syndicate get in the business?
0 replies, 2 likes


Nov 04 2019 Jason Potts

I just like the phrase ‚Äėadversarial T-shirt‚Äô
1 replies, 2 likes


Nov 09 2019 Enigmasec Team

Researchers design T-shirt to evade #ai #FacialRecognition https://arxiv.org/pdf/1910.11099.pdf https://t.co/J8AzGMQg9u
0 replies, 2 likes


Nov 08 2019 JohnMeuser

A design selected by consequences from variations https://arxiv.org/pdf/1910.11099.pdf https://t.co/vdHM7DoCCU
0 replies, 1 likes


Nov 04 2019 Paul Blankley

In addition to an AI-generated t-shirt, you can now get a t-shirt to avoid detection by AI systemsūü§Ē https://arxiv.org/pdf/1910.11099.pdf
0 replies, 1 likes


Oct 29 2019 Gant Laborde

What every #AI master needs for XMAS is an adversarial T-shirt! Shirts defeating AI - woah! https://venturebeat.com/2019/10/29/researchers-fool-person-detecting-ai-with-an-adversarial-t-shirt/ Paper: https://arxiv.org/pdf/1910.11099.pdf https://t.co/BjBOf9YZDL
0 replies, 1 likes


Nov 08 2019 electronic max

Adversarial fashion: t-shirts that trip up common person/face detection algorithms : https://www.vice.com/en_us/article/evj9bm/adversarial-design-shirt-makes-you-invisible-to-ai & https://arxiv.org/pdf/1910.11099.pdf
0 replies, 1 likes


Oct 26 2019 arXiv CS-CV

Evading Real-Time Person Detectors by Adversarial T-shirt http://arxiv.org/abs/1910.11099
0 replies, 1 likes


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