CognitiveCNN: Mimicking Human Cognitive Models to resolve Texture-Shape Bias

25 Jun 2020Satyam MohlaAnshul NaseryBiplab BanerjeeSubhasis Chaudhari

Recent works demonstrate the texture bias in Convolutional Neural Networks (CNNs), conflicting with early works claiming that networks identify objects using shape. It is commonly believed that the cost function forces the network to take a greedy route to increase accuracy using texture, failing to explore any global statistics... (read more)

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