Web: http://arxiv.org/abs/2205.00932

May 5, 2022, 1:12 a.m. | Zijian Ying, Qianmu Li, Zhichao Lian

cs.LG updates on arXiv.org arxiv.org

For instance-level explanation, in order to reveal the relations between
high-level semantics and detailed spatial information, this paper proposes a
novel cognitive approach to neural networks, which named PANE. Under the
guidance of PANE, a novel saliency map representation method, named IOM, is
proposed for CNN-like models. We make the comparison with eight
state-of-the-art saliency map representation methods. The experimental results
show that IOM far outperforms baselines. The work of this paper may bring a new
perspective to understand deep …

arxiv cnns cv

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