Choose Your Neuron: Incorporating Domain Knowledge through Neuron-Importance

ECCV 2018 Ramprasaath R. SelvarajuPrithvijit ChattopadhyayMohamed ElhoseinyTilak SharmaDhruv BatraDevi ParikhStefan Lee

Individual neurons in convolutional neural networks supervised for image-level classification tasks have been shown to implicitly learn semantically meaningful concepts ranging from simple textures and shapes to whole or partial objects - forming a "dictionary" of concepts acquired through the learning process. In this work we introduce a simple, efficient zero-shot learning approach based on this observation... (read more)

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