Group-CAM

By Zhang, Qinglong and Rao, Lu and Yang, Yubin

[State Key Laboratory for Novel Software Technology at Nanjing University]

This repo is the official implementation of "Group-CAM: Group Score-Weighted Visual Explanations for Deep Convolutional Networks".

Approach

Group-CAM

Figure 1: Pipeline of Group-CAM.

Target layer

ResNet: 'layer4.2', Vgg19: 'features.36'

Demo

To visualize a heatmap, run:

python demo.py --arch vgg19 --target_layer features.36 --input images/ILSVRC2012_val_00043392.JPEG --output base.png

Citing Group-CAM

@article{zhql2021gc,
  title={Group-CAM: Group Score-Weighted Visual Explanations for Deep Convolutional Networks},
  author={Zhang, Qinglong and Rao, Lu and Yang, Yubin},
  journal={arXiv preprint arXiv:2103.13859v4},
  year={2021}
}

GitHub

https://github.com/wofmanaf/Group-CAM