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Evading Real-Time Person Detectors by Adversarial T-shirt

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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


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


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


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


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


Jared Spool: Everyone’s a designer. Never forget that.

1 replies, 40 likes


Pin-Yu Chen: More details about how we make this adversarial T-Shirt can be found at https://arxiv.org/abs/1910.11099 -- This ugly t-shirt makes you invisible to facial recognition tech https://www.wired.co.uk/article/facial-recognition-t-shirt-block

3 replies, 34 likes


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


Balaji S. Srinivasan: Next level would be wearable displays.

4 replies, 22 likes


Toby Walsh: Evading face recognition software with adversarial t-shirts https://arxiv.org/abs/1910.11099

1 replies, 20 likes


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


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


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


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


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


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


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


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


Frank Denis: Evading Real-Time Person Detectors by Adversarial T-shirt https://arxiv.org/pdf/1910.11099.pdf

0 replies, 4 likes


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


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


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


Jason Potts: I just like the phrase ‚Äėadversarial T-shirt‚Äô

1 replies, 2 likes


Victor Zuanazzi: Camouflage against surveillance may just get into fashion! https://arxiv.org/abs/1910.11099

0 replies, 2 likes


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


arXiv CS-CV: Evading Real-Time Person Detectors by Adversarial T-shirt http://arxiv.org/abs/1910.11099

0 replies, 1 likes


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


Sebastian: Just went through some #ECCV papers and saw 2 really cool papers on adversarial t-shirts for evading person detectors which works really well across different architectures #MachineLearning https://arxiv.org/pdf/1910.14667.pdf https://arxiv.org/pdf/1910.11099.pdf https://t.co/75rVlJZPxs

0 replies, 1 likes


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


JohnMeuser: A design selected by consequences from variations https://arxiv.org/pdf/1910.11099.pdf https://t.co/vdHM7DoCCU

0 replies, 1 likes


Content

Found on Nov 04 2019 at https://arxiv.org/pdf/1910.11099.pdf

PDF content of a computer science paper: Evading Real-Time Person Detectors by Adversarial T-shirt