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Deep Neural Networks Are Easily Fooled

Thu Jan 15, 2015 |
|
  • machine learning
  • neural nets

Original paper
http://www.evolvingai.org/fooling
Author
Anh Nguyen
Author
Jason Yosinski
Author
Jeff Clune
Date
2015
Files
pdf
Files
code

It is easy to produce images that are completely unrecognizable to humans, but that state-of-the-art DNNs believe to be recognizable objects with 99.99% confidence (e.g. labeling with certainty that white noise static is a lion)