Understanding trained CNNs by indexing neuron selectivity.
Pattern Recognition Letters(2020)
摘要
•A framework to Analyze and Visualize a trained CNN by dissecting Individual Neurons.•Review, Comparison and Classification of previous Works related to CNN visualization.•A Color selectivity index of a neuron, extendible to other low-level attributes.•A Class selectivity index of a neuron, extendible to other high-level attributes.•Global contribution is to give some light to the black-box nature of trained CNNs.
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关键词
Convolutional neural networks,Visualization of CNNs,Neuron selectivity,CNNs Understanding,Feature visualization,
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