Re: PSA Using Python Pillow to foil camera image PRNU fingerprinting

Lawrence D’Oliveiro <[email protected]> Thu, 30 Jul 2026 08:06:00 -0000 (UTC)
Newsgroups rec.photo.digital,comp.lang.python
Organization A noiseless patient Spider
Message-ID <[email protected]>
On Wed, 29 Jul 2026 22:22:37 -0700, Maria Sophia wrote:

> Having never used Python Pillow, and while I was already writing
> code, I decided to try to use it to foil camera sensor PRNU
> fingerprinting.

This was the first I had heard of such a thing, so I looked it up
<https://en.wikipedia.org/wiki/Photo_response_non-uniformity>.

That’s just an artifact of the way image sensors are made, so it’s not
deliberately designed to be a secret identification feature or
anything; the article even says that it is possible to characterize
the noise pattern for a given sensor, and subtract it out to produce
higher-quality images, e.g. for metrology purposes.