Visualization

卷积核、特征图、注意力可视化、图像mask、grad-cam、关节点热图、guided-backpr
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Readme

Amazing Visualization

0

  • 10.18
  • 10.23guided-backpropagation

1

https://debuggercafe.com/visualizing-filters-and-feature-maps-in-convolutional-neural-networks-using-pytorch/

resnet50


  1. visual.py

  • filter3()

  • filter48

2

  • layer0

  • layer4

3(8.27)

visual.py vis_grid_attention


  • :

  • :

  • :attention_map,
  attention_map = np.zeros((20, 20))
  attention_map[9][9] = 1
  attention_map[10][12] = 1

4:

visual.pyvis_attention_matrix

5img_patchpatch_mask(8.31)

img_patch.py,encoder

MAEarXiv:2111.06377

patch

maskmask_ratio=0.75:

6Grad-CAM(9.4)

grad-cam

Grad-CAMarXiv:1610.02391

https://blog.csdn.net/qq_37541097/article/details/123089851

jacobgil/pytorch-grad-cam


resnet50

7heatmap(10,18)

gen_heatmap.py mpii pttorch.save(xx_tensor, 'xx.pt')


8Guided_Backpropagation

grad-camguided_backpro.py


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