Beyond saliency: Understanding convolutional neural networks from saliency prediction on layer-wise relevance propagation

作者：

Highlights：

• A two-step visualization scheme for deep CNN understanding and interpretation is proposed.

• The method reveals deep CNN model's perception of input images.

• Experiment results prove the effectiveness of our proposed salient relevance map.

摘要

•A two-step visualization scheme for deep CNN understanding and interpretation is proposed.•The method reveals deep CNN model's perception of input images.•Experiment results prove the effectiveness of our proposed salient relevance map.

论文关键词：Convolutional neural networks,Deep learning understanding,Salient relevance map,Attention area

论文评审过程：Received 15 September 2018, Revised 16 February 2019, Accepted 18 February 2019, Available online 13 March 2019, Version of Record 4 April 2019.

论文官网地址：https://doi.org/10.1016/j.imavis.2019.02.005