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Fooling automated surveillance cameras: adversarial patches to attack person detection

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Apr 22 2019 hardmaru

We're living in a cyberpunk future: “Fooling automated surveillance cameras: adversarial patches to attack person detection” https://arxiv.org/abs/1904.08653 https://t.co/bvDGnH4jMh
62 replies, 4501 likes


Apr 22 2019 Peter Wang

This is going to be a major Tshirt trend over the next couple of years: Innocent-looking shirts with various patterns that are specifically designed to trick neural networks. Adversarial hats will also be a thing, for face detectors. https://twitter.com/hardmaru/status/1120132384026808326
18 replies, 551 likes


Nov 03 2019 Pascal Bornet

New approach to fool #MachineLearning, avoiding face recognition https://arxiv.org/abs/1904.08653 @alvinfoo @FrRonconi @MikeQuindazzi @Paula_Piccard @ronald_vanloon @jerome_joffre @jblefevre60 @evankirstel @mvollmer1 @HeinzvHoenen @samiranghosh @YuHelenYu @MHiesboeck @andy_lucerne https://t.co/k2VDugdtMe
5 replies, 153 likes


Apr 23 2019 Pascal Bornet

#Adversarial patches help disappear from #video surveillance and face #recognition https://arxiv.org/abs/1904.08653 @alvinfoo @kashthefuturist @FrRonconi @MikeQuindazzi @Paula_Piccard @ronald_vanloon @jerome_joffre @jblefevre60 @evankirstel @mvollmer1 @HeinzvHoenen @robvank @YuHelenYu https://t.co/MPzfMz1rFC
5 replies, 104 likes


Nov 07 2019 Olivier Laborde at #WebSummit2019

New approach to fool #MachineLearning, avoiding face recognition http://arxiv.org/abs/1904.08653 TY @pascal_bornet @3itcom @ipfconline1 @MikeQuindazzi @Paula_Piccard @AkwyZ @kalydeoo @jblefevre60 @Ym78200 @mvollmer1 @HeinzvHoenen @Fabriziobustama @YuHelenYu @enricomolinari @andy_lucerne https://t.co/xuj8WqGzsc
1 replies, 46 likes


May 19 2019 MIT Technology Review

This’ll confuse an AI-powered surveillance system. 😈https://trib.al/ZVIsH0s
1 replies, 40 likes


Nov 04 2019 Darshan H Sheth ✨ @Iamdarshan

New approach to fool #MachineLearning, avoiding face recognition https://arxiv.org/abs/1904.08653 @pascal_bornet @darshan_h_sheth @alvinfoo @FrRonconi @MikeQuindazzi @Paula_Piccard @ronald_vanloon @jerome_joffre @jblefevre60 @evankirstel @mvollmer1 @HeinzvHoenen https://t.co/RVYjhf6G5G
2 replies, 36 likes


Nov 04 2019 Darshan H Sheth ✨ @Iamdarshan

New approach to fool #MachineLearning, avoiding face recognition https://arxiv.org/abs/1904.08653 @pascal_bornet @darshan_h_sheth @alvinfoo @FrRonconi @MikeQuindazzi @Paula_Piccard @ronald_vanloon @jerome_joffre @jblefevre60 @evankirstel @mvollmer1 @HeinzvHoenen https://t.co/RVYjhf6G5G
4 replies, 32 likes


Apr 29 2019 Chris Heilmann

"How to hide from the AI surveillance state with a color printout" https://www.technologyreview.com/f/613409/how-to-hide-from-the-ai-surveillance-state-with-a-color-printout/ In-depth paper here: https://arxiv.org/abs/1904.08653
0 replies, 26 likes


May 12 2019 Clifford Wolf

10 years from now the equivalence of the tide pot challenge will be daring people to cross the street dressed like that
0 replies, 23 likes


Apr 23 2019 Hadi Hariri

You could create a whole attire line out of this. https://twitter.com/hardmaru/status/1120132384026808326
4 replies, 22 likes


Oct 29 2019 hardmaru 😷

The above figure is from this paper that proposed a way of generating adversarial patches against YOLOv2: https://twitter.com/hardmaru/status/1120132384026808326
1 replies, 21 likes


Apr 24 2019 Julien Simon #FreeAssange

"Fooling automated surveillance cameras: adversarial patches to attack person detection": a clothing tech billion-dollar startup waiting to be founded here 😃 https://arxiv.org/abs/1904.08653 https://t.co/1URNcGl271
3 replies, 20 likes


Nov 04 2019 Chet Faliszek

This is really cool... I love the strange arms race we are in.
1 replies, 20 likes


Nov 06 2019 will knight

A few months ago, I made a t-shirt featuring an image that fools certain AI person detectors (see https://arxiv.org/pdf/1904.08653.pdf). Unlike the one mentioned in @jackclarkSF's latest newsletter, it is not robust to fabric deformations, so the wearer needs washboard abs. https://t.co/KCFJ6ie9II
0 replies, 20 likes


Nov 04 2019 Manoj Rawat

Yes! There are always numerous solutions to any technology. @alvinfoo @FrRonconi @MikeQuindazzi @Paula_Piccard @ronald_vanloon @jerome_joffre @jblefevre60 @evankirstel @mvollmer1 @HeinzvHoenen @samiranghosh @YuHelenYu @MHiesboeck @andy_lucerne
1 replies, 13 likes


Nov 03 2019 Davor Jordacevic

A few months ago, the University of KU Leuven in Belgium has worked on a new approach to fool surveillance and face recognition cameras by wearing an adversarial patch. From @pascal_bornet on LinkedIn
0 replies, 12 likes


Apr 22 2019 Max Woolf

The Supreme AI Overlord will be defeated by Lisa Frank. https://twitter.com/hardmaru/status/1120132384026808326
0 replies, 9 likes


Apr 26 2019 Diogo Mónica

New business model for academic researchers: 1) Find optimal adversarial patterns 2) Sell a subscription-based t-shirt service.
1 replies, 8 likes


Apr 25 2019 Elizabeth Joh

*click* “Fooling automated surveillance cameras” https://arxiv.org/abs/1904.08653
0 replies, 8 likes


Apr 27 2019 dvorkin ⭕

This is too cool: A 40cm-square patch that renders you invisible to person-detecting AIs. #AI #MachineVision https://boingboing.net/2019/04/25/tee-of-invisibility.html Original paper is here: https://arxiv.org/pdf/1904.08653.pdf
1 replies, 8 likes


Jul 28 2019 Montreal.AI

"Fooling automated surveillance cameras: adversarial patches to attack person detection" Thys et al.: https://arxiv.org/abs/1904.08653 #ArtificialIntelligence #ComputerVision #PatternRecognition https://t.co/rbzlLdHAHo
0 replies, 7 likes


Apr 24 2019 Michael Henriksen

I wonder if future camouflage will use tricks like this when everything becomes autonomous drones using object recognition for targeting, etc. https://twitter.com/hardmaru/status/1120132384026808326
0 replies, 7 likes


May 13 2019 Naomi Saphra

Robustness guaranteed: this image classifier is vulnerable only to VERY UNFASHIONABLE adversaries.
0 replies, 6 likes


Apr 26 2019 Frank Denis

RT @hardmaru: We're living in a cyberpunk future: “Fooling automated surveillance cameras: adversarial patches to attack person detection” https://arxiv.org/abs/1904.08653 https://t.co/OvHFRd4AoK
0 replies, 6 likes


May 19 2019 Rimah Harb

#Adversarial patches help disappear from #video surveillance and face #recognition https://arxiv.org/abs/1904.08653 @alvinfoo @kashthefuturist @FrRonconi @MikeQuindazzi @Paula_Piccard @ronald_vanloon @jerome_joffre @jblefevre60 @evankirstel @mvollmer1 @HeinzvHoenen @robvank @YuHelenYu
0 replies, 4 likes


Apr 29 2019 thor magnusson

The t-shirt design of the 21st century! #surveillance #AI #MachineLearning https://arxiv.org/pdf/1904.08653.pdf https://t.co/Laoy2IBwKw
0 replies, 2 likes


May 29 2019 Felix Ernesto.

Anti-AI Fashion will be so punk. If there wasn't so little communication between technology and art, all the big fashion houses would be on this. https://twitter.com/hardmaru/status/1120132384026808326
0 replies, 2 likes


Apr 27 2019 James W Breaux

https://arxiv.org/pdf/1904.08653.pdf A patch to make you invisible ... to the machines.
1 replies, 2 likes


Apr 28 2019 Harvard Data Science

Weekend Paper Fooling automated surveillance cameras: adversarial patches to attack person detection "From our results we can see that our system is able significantly lower the accuracy of a person detector." https://arxiv.org/pdf/1904.08653.pdf
0 replies, 2 likes


Nov 04 2019 Praveen Dalal

Fooling automated surveillance cameras: adversarial patches to attack person detection (Pdf) https://arxiv.org/pdf/1904.08653.pdf. When State is @_Orwellian, privacy and civil liberties have to be protected using innovative #legaltech and other ideas. @_Perry4Law @_TeleLaws @DigitalIndiaLaw https://t.co/oB4BLXB2Pc
0 replies, 2 likes


Apr 25 2019 Patrick Beuth

"We believe that [...] we can design a T-shirt print that can make a person virtually invisible for automatic surveillance cameras" https://arxiv.org/abs/1904.08653 @doctorow, you will like this.
2 replies, 1 likes


Nov 03 2019 AInara Bilbao 🤖

adversarial patches to attack person detection #MachineLearning via http://twinybots.ch https://arxiv.org/abs/1904.08653
0 replies, 1 likes


Nov 04 2019 Praveen Dalal

@DigitalIndiaLaw Automated surveillance cameras can also be fooled using many methods https://twitter.com/AadhaarScrap/status/1191213840425529344. The #legaltech and civil liberties advocate must encourage the legitimate use of these methods world over. @_Perry4Law @FacialMatch @MyDataIsMine @DigitalIndiaLaw
0 replies, 1 likes


Nov 05 2019 Ektropos

How to cheat #AI powered public cameras evade surveillance and avoid detection and face recognition, without wearing a mask. #MachineLearning #Anarchy
0 replies, 1 likes


Apr 22 2019 Vsevolod Salnikov

Nice one! https://twitter.com/hardmaru/status/1120132384026808326
0 replies, 1 likes


May 05 2019 Osumi, Yusuke

I wonder adversarial attacks on machine learning models are *true* cyber defense in these days. They succeeded in fooling cameras with a simple panel. Interesting. "Fooling automated surveillance cameras: adversarial patches to attack person detection" https://arxiv.org/abs/1904.08653 https://t.co/ICltDKhm1E
0 replies, 1 likes


Nov 07 2019 Craig Iskowitz

I may started walking around with this photo around my waist anytime I go out.
0 replies, 1 likes


Apr 25 2019 Oakland Privacy

Fooling automated surveillance cameras: adversarial patches to attack person detection https://arxiv.org/abs/1904.08653
0 replies, 1 likes


Aug 02 2019 Alex Petric

Feeling paranoid? You should be! Cameras are tracking us. Get a "do-not-track" T-Shirt: https://stealth.cool powered by the work of: Simen Thys, Wiebe Van Ranst https://arxiv.org/pdf/1904.08653.pdf #DoNotTrack #SpreadTheWord
1 replies, 1 likes


Apr 26 2019 Enrico Glerean

CC talks about a recent work on how to fool computer vision algorithms by wearing pictures https://arxiv.org/abs/1904.08653 #hbd19 https://t.co/s7MpHBVRvD
1 replies, 1 likes


Nov 07 2019 WSI-eMarketing

This is so interesting!!! How to fool #MachineLearning to avoid #facialrecognition
0 replies, 1 likes


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