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Deep Neural Networks are Easily Fooled

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Published on Dec 16, 2014

A video summary of the paper: Nguyen A, Yosinski J, Clune J. Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images. In Computer Vision and Pattern Recognition (CVPR '15), IEEE, 2015.

The paper is available here: http://EvolvingAI.org/fooling

Special thanks to those who created the music, images, videos and software that were used to create this video.

Music: Meet Francis
Artist: Semaphore
Newgrounds Audio Portal - http://www.newgrounds.com/audio/

Sound effects from
FreeSound
www.freesound.org/


Images from:

Woman and thief characters
http://www.goanimate.com/

School bus
Szegedy et. al. 2013 - Intriguing Properties of Neural Networks

Guitars
ILSVRC 2012 dataset

Starfish
http://en.wikipedia.org/wiki/File:Sta...

Real handwritten digits 0-9
MNIST dataset

Evolved images by humans - Parrot, Race car, Sea
PicBreeder.org

Darwin's face
http://the-philosophers-stone.com

Laptop
http://clipartpanda.com

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