类激活热力图可视化

参考资料

• Zhou B, Khosla A, Lapedriza A, et al. Learning deep features for discriminative localization[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2016: 2921-2929.
• Selvaraju R R, Cogswell M, Das A, et al. Grad-cam: Visual explanations from deep networks via gradient-based localization[C]//Proceedings of the IEEE international conference on computer vision. 2017: 618-626.
• Chattopadhay A, Sarkar A, Howlader P, et al. Grad-cam++: Generalized gradient-based visual explanations for deep convolutional networks[C]//2018 IEEE Winter Conference on Applications of Computer Vision (WACV). IEEE, 2018: 839-847.

参考代码

• Activation Map Visualization (opens new window)

自监督来做弱监督的语义分割

logits 的loss 怎么算呢

因果推理的参考资料

自监督的spatial attention