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Re:Defeating Image Obfuscation with Deep Learning by excalibur on Tuesday September 13, 2016 @02:50PM (#12491148)
So... colored boxes over faces > fancier methods?
Re:Defeating Image Obfuscation with Deep Learning by Florin_Andrei on Tuesday September 13, 2016 @03:21PM (#12491366)
Well, you have to ask yourself - how much information remains in the image after I apply this method?

Is the state of the obfuscated image still related somehow to the state of the non-obfuscated version? If yes, your obfuscation method sucks.

You need to change the image in such a way that the state of the obfuscated part after you apply the method is not related in any way to its state before. Otherwise clever algorithms will always find a way to "leak" info out of your poor choice of method.

The best thing is to just drop a black (#000000) blob over the relevant part, completely replacing the part snd deleting previous bits 100%. There's no information leak other than size then.

Blurring algos, pixelation, all that fancy stuff from the movies looks good on screen but is naive in practice.

Of course, if you use a "smart" file format that has undo history and such, then you might still be leaking info.

Re:Defeating Image Obfuscation with Deep Learning by richard_mcp on Tuesday September 13, 2016 @05:51PM (#12492563)
One of the authors here. There was some great work from the Max-Planck Institute that came out recently which looked into this[0]. They examined images that used black or white boxes to cover faces and found that neural networks could pick up on cues like body posture and the surrounding environment to identify individuals.

[0] https://arxiv.org/abs/1607.08438

Re:Defeating Image Obfuscation with Deep Learning by showerst on Tuesday September 13, 2016 @03:02PM (#12491236)
Yup. In 2004 Interpol busted a pedophile by untwirling his (lousy) face obfuscation: http://boingboing.net/2007/10/08/untwirling-photo-of.html
Re:Defeating Image Obfuscation with Deep Learning by duaneb on Tuesday September 13, 2016 @03:57PM (#12491669)
It's not even very difficult: just apply the same twirl transformation in the opposite direction.
Re:Defeating Image Obfuscation with Deep Learning by detaro on Tuesday September 13, 2016 @03:01PM (#12491227)
Yes. For simple text-censoring examples de-pixelating is quite easy (since you know a lot about what could be under it), it was only a matter of time that somebody applied better tools to harder cases.

(you can of course cover something up with a random pixelated pattern if that looks less jarring, but it then is a purely cosmetic choice: the important bit is to remove all information connected to the obscured content)

Re:Defeating Image Obfuscation with Deep Learning by ggggtez on Tuesday September 13, 2016 @02:56PM (#12491189)
The US government has known this forever. Ever see those black boxes over censored documents? It's obviously better than blurring, the only information you get is the size of the box.
Re:Defeating Image Obfuscation with Deep Learning by dragonwriter on Tuesday September 13, 2016 @07:27PM (#12493080)
> Ever see those black boxes over censored documents? It's obviously better than blurring, the only information you get is the size of the box.

Actually, quite a few times in the past with that method, you've gotten the complete text, because someone uses a format that includes the text as text (like PDF) and then dropped a solid-black box over the text, which looks like the text is obliterated, but preserves the entire content in the file.

Re:Defeating Image Obfuscation with Deep Learning by Namrog84 on Tuesday September 13, 2016 @08:26PM (#12493388)
One time in college. A teacher did something like this with hw and solutions being "hidden"/"censored". And I was easily able to get around it and have all the solutions :/
Re:Defeating Image Obfuscation with Deep Learning by taneq on Wednesday September 14, 2016 @03:08AM (#12494731)
One of our lecturers did something similar, but with class grades. They started from a complete list of grades in Excel, and for each student, deleted all grades but that student's grades and then saved a copy.

Unfortunately, they did this without disabling the Excel feature that saved undo data in the file, so anyone in the class was able to hit Ctrl+Z a couple of times and see the entire list of grades.

Re:Defeating Image Obfuscation with Deep Learning by CJefferson on Wednesday September 14, 2016 @03:55AM (#12494883)
Which, depending on the font, can be enough to reverse-enginner the text, particularly if there is a smallish list of options.

Of course, if you block out a whole line, then things get much, much harder, basically impossible. There are many possible lines!

Re:Defeating Image Obfuscation with Deep Learning by felix_thursday on Tuesday September 13, 2016 @04:44PM (#12492068)
sounds like it. though, i think for aesthetic purposes, i'd prefer a random or "stock" obfuscated faces rather than a colored box.