Dead pixel test using effective receptive field

Bum Jun Kim,Hyeyeon Choi,Hyeonah Jang,Dong Gu Lee,Wonseok Jeong,Sang Woo Kim

Pattern Recognition Letters（2023）

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摘要

•Empirical observations on convolutional neural networks are presented.•The size of the receptive field did not guarantee improved accuracy.•We observed that dead pixels exist in modern convolutional neural networks.•The effect of dead pixels is discussed with a solution to resolve them.

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关键词

Convolutional neural networks,Receptive field,Convolutional kernel,Model interpretation,Computer vision,Deep learning

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