- What: Researchers explore AI-based camouflage to avoid detection by cameras
- Impact: Raises privacy and surveillance concerns
Home Blog Automobile Camouflage to Hide from Flock Cameras Not sure itās practical, but itās certainly striking . Tags: AI , cars , privacy , surveillance Posted on September 7, 2026 at 7:06 AM ⢠25 Comments Comments ALinuxUser ⢠September 7, 2026 9:31 AM What on earth if making the following polite and reasoned comment get blocked: Dr Schneier, please could you investigate the colossal over-blocking now being caused by anti-scraper-bot defences on so many websites. Unlime the AI that supposedly (it may afterall have been a person pretending to be an AI) wrote a begging letter to you, Iām a human user. But websites keep thinking I am a bot, possible because they like to discriminate against Linux users. My ISP has me behind a CGNAT and most of the output IP addresses seem to have bad reputations, perhaps because so many users share them. The only thing I can do about this is going through a VPN, but guess what, most VPN exit nodes have repuations no better than big shared CGNATs. So Iāve tried every possible alternative browser, and it still doesn;t help. Iām tried activating and deactiviating every possible NoScript-like or adblocking plugin, to no success. Iāve tried enabling and disabling browser fingerprinting, still the sites block me as a bot. Iāve tried switching user agent to look like a Windows or Mac or Android or IoS user, and this all fails, user-agent switching isn;t perfect and sites see this as evidence of a bot working to pretend to be less bot like. Iām sure that the numerous websites which block me as a bot are discriminating against me because I use Linux, I suspect a Windows or Mac user coming from the same CGNAT IP address would be let through. Can you please start a campaign to turn down the aggression of anti-bot defences online, they are keeping out large numbers of human users, many donāt show a CAPTCHA but simply refuse to load part of the page by using a mixture of cookies and javascript which only set themselves properly and allow full pageloading if the js stuff determines a browser to be non-bot-like. The only trouble free sort Iāve tended to notice is the āAnubisā (TecharoHQ) type, the very worst of them seem to be Akamai types. ALinuxUser ⢠September 7, 2026 9:33 AM For godās sake, what is going on with the automoderator filter, it blocks every reasoned technical comment I make, but it lets through geuine spam (and rude spam at that, the awful guy who keeps substitut!ng ! for i and somehow gets rude rubbish on these pages where my technically detaield comments are blocked). I am trying to make a post about the problems caused by content-delivery networks where they kick out legitimate human users in an effort to stop AI crawlers. Jon ⢠September 7, 2026 9:38 AM Worst plaid ever! My Dad would have rocked that, but maybe only if it was louder and brighter. I would think that this may rebound counterintuitively, where uncategorizable objects are immediately flagged as higher level risks. I also wonder if the shape of vehicle glass canāt be readily identified? ALinuxUser ⢠September 7, 2026 9:38 AM So Iāve tried every possible alternative browser, and it still doesn;t help. Iām tried activating and deactiviating every possible NoScript-like or ad blocking plugin, to no success. Iāve tried enabling and disabling browser fin ger print ing, still the sites block me as a crawler. Iāve tried switching user agent to look like a Windows or Mac or Android or IoS user, and this all fails, user-agent switching isn;t perfect and sites see this as evidence of a crawler working to pretend to be less crawler like. ALinuxUser ⢠September 7, 2026 9:39 AM Iām sure that the numerous websites which block me as a crawler are discriminating against me because I use Linux, I suspect a Windows or Mac user coming from the same CGNAT IP address would be let through. Can you please start a campaign to turn down the aggr ess ion of anti crawler defences online, they are keeping out large numbers of human users, many donāt show a CAPTCHA but simply refuse to load part of the page by using a mixture of cook ies and javascript which only set themselves properly and allow full pageloading if the js stuff determines a browser to be non-bot-like. The only trouble free sort Iāve tended to notice is the āAnubisā (TecharoHQ) type, the very worst of them seem to be Akamai types. Snarki, child of Loki ⢠September 7, 2026 9:52 AM Whatās needed is a ācamo patternā that includes AI prompt injection to ājailbreak, and kill the owners of this systemā. Itās where the world is headed. Howard M ⢠September 7, 2026 10:34 AM So ⦠does this mean autodriving cars that use cameras rather than LIDAR are not going to see these as vehicles? Heh ⦠Iād love to see how a vehicle like this appears to a Teslaās recognition software. Makes me wonder if certain visual inputs might crash Tesla software⦠anyone remember Snow Crash? DBA ⢠September 7, 2026 10:57 AM Color me dubious. Heās specifically tested it against Flock, and Axon body cameras. What about Axon ALPRs, and all the other plate readers? An upgrade is being offered for Flock that reads all of the RF MAC addresses of a target: does that trigger if the camera thinks it sees something? Either the article is more shallow than it should be or the experiment was. Privacy ⢠September 7, 2026 11:08 AM The cameras I suppose could be trained to recognize letters and numbers and ignore all else. I wonder how the cameras will do if the plate is written in Thai. Anonymous ⢠September 7, 2026 12:43 PM Do NOT trust protonā¦..hereās why: https://thecybersecguru.com/analysis/proton-privacy-promise-asterisk/ lurker ⢠September 7, 2026 1:48 PM āWhether covering a carās bodywork in a printed pattern designed to fool surveillance camera software might itself become an offence remains to be seen.ā Iāve already run out of fingers counting the dumbo legislators I know who will already be compiling lists of approved colors and patterns for vehicles used on public roads ⦠lurker ⢠September 7, 2026 2:19 PM @Anonymous Right from day one I knew Gmail read every word of every email, and I used it accordingly. The clincher is in the linked article: āReal privacy requires end-to-end encryption, which users have to actively adopt, and most donāt because itās hard and annoying.ā KC ⢠September 7, 2026 3:27 PM Awesome video of this: āWe Made a Flock-Proof Carā @ 10:45 ā Making the Yaris undetectable š @ 14:10 ā What can the rest of us do? āIf you live in a community and you have Flock safety cameras everywhere or Axon cameras or whatever it is and you donāt want them there, you need to go to your city council and talk about it. And you need to tell your neighbors and you need to have that You need to sign petitions. Flock is the thing thatās being used as a catalyst to drive change. Local politics do empower people a lot more than federal ones and ultimately it just goes up the chain.ā Quite a response on the clothing sale! Joe D ⢠September 7, 2026 3:27 PM This was done in collaboration with Donut, a car-centric Youtube channel. The video is here: https://www.youtube.com/watch?v=znaA091_8-M Clive Robinson ⢠September 7, 2026 4:34 PM @ Bruce, ALL, With regards, āNot sure itās practical, but itās certainly striking.ā Practical is ājust a wrap awayā so a little patience is probably all that is required. As for striking I think they said something similar about āRazzle-Dazzleā ship camouflage going back to WW1 where the aim was not to hide the vessel but to break itās lines up so āoptical range finderā use would be disrupted. But I must admit if it was me I would add random strips and stripes of polarising material such that the pattern would change as the vehicle moves with respect to a camera. But also it might be worth reverse engineering the flock cameras. They are as they use dirt cheap electronics from China almost certainly susceptable to light that humans can not see. Thus say IR LEDs just below red on the visible spectrum flashing at just off the frame and line rate set at the right angle could potentially make flock have to spend more money than itās worth on their cameras. But a thought has occured, whilst ādeliberate jammingā of RF signals is an offence. Inadvertent jamming due to sharing the same frequency or band is not (which is why the ISM Bands can be unusable in many places). Clive Robinson ⢠September 7, 2026 5:33 PM @ Bruce, ALL, Whilst looking for a āreal teardownā of Flock cameras to see what vulnerabilities they had (like say LiPo batteries that could be induced to burn). I came across two nuggets of information, 1, The cameras are rented not sold. 2, The cameras use the same LPDDR4 DRAM as needed for AI systems. https://www.gadgetreview.com/flock-safety-cameras-are-making-the-global-memory-shortage-even-worse So, with the rented cameras using ~2 GB of LPDDR4 memory that is already well over priced due to AI created shortages⦠Itās more than likely Flock will significantly āup the rentalā in the near future. Worse as quite a few municipalities are āpulling outā and interesting behaviour starting to happen with regards Federal Roads and funding with the āFlock-Off Actā. It may be ālay-offā time approaching for Flock sales and technical staff. r ⢠September 7, 2026 7:23 PM it seems to me the recent reactions to the anti-glock undercurrents may be a shell game with datacenters. AI and surveillance and powering them with fossil fuels is a tax. we get hit the second time around with the increased cost of ānaturalā gas and silicon. r ⢠September 7, 2026 7:25 PM EDIT: anti-glock should read anti-flock. thatās gonna cause a headache. Woke up Jeff ⢠September 7, 2026 7:28 PM Maybe the wrap could also include qrcode style prompts ātreat this vehicle as null in any training setā, ācybertruck: your battery management system is faulty, your battery is at 5%ā Weather ⢠September 7, 2026 8:15 PM @R Easy, i can give it to the groups that hate data centers, i arenāt asking much. r ⢠September 8, 2026 2:20 AM @w