From Heatmaps to Structural Explanations of Image Classifiers

no code implementations • 13 Sep 2021 • Li Fuxin, Zhongang Qi, Saeed Khorram, Vivswan Shitole, Prasad Tadepalli, Minsuk Kahng, Alan Fern

This paper summarizes our endeavors in the past few years in terms of explaining image classifiers, with the aim of including negative results and insights we have gained.

One Explanation is Not Enough: Structured Attention Graphs for Image Classification

1 code implementation • NeurIPS 2021 • Vivswan Shitole, Li Fuxin, Minsuk Kahng, Prasad Tadepalli, Alan Fern

Attention maps are a popular way of explaining the decisions of convolutional networks for image classification.

Classification counterfactual +2