Скачать или смотреть How to "Hack" Proprietary AI Image Processing Software

In the domain of medical image processing, medical device manufacturers protect their intellectual property in many cases by shipping only compiled software, i.e. binary code which can be executed but is difficult to be understood by a potential attacker. In this paper, we investigate how well this procedure is able to protect image processing algorithms. In particular, we investigate whether the computation of mono-energetic images and iodine maps from dual-energy CT data can be reverse-engineered by machine learning methods. Our results indicate that both can be approximated using only one single slice image as training data at a very high accuracy with structural similarity greater than 0.98 in all investigated cases.

Blog Post:
https://towardsdatascience.com/how-we...
Paper:
https://link.springer.com/chapter/10....
CONRAD:
https://www5.cs.fau.de/conrad/
PYCONRAD:
https://git5.cs.fau.de/PyConrad/pyCONRAD
(try pip install pyconrad)

For reminders to watch the new video follow on Twitter   / maier_ak   or LinkedIn   / andreas-maier-a6870b1a6  .

Interested in joining our network? Get reminders for talks, videos and job offers related to machine learning here: https://lme.tf.fau.de/lab/join-the-pa...

Music References:
Intro: Tri-Tachyon - The Spellbreaker https://freemusicarchive.org/music/Tr...
Background Music: Loyalty Freak Music - Maxi Metal https://freemusicarchive.org/music/Lo...
Outro: Psalters - We are all lepers here https://freemusicarchive.org/music/Ps...