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explainability tools for representation

Open mattersoflight opened this issue 1 year ago • 2 comments

We should extend the explainability tools developed for robust virtual staining to representation learning. I suggest the following:

  • Export a movie of features (input, PC of features) for a chosen track.
  • Effective receptive field of a chosen embedding dimension.

mattersoflight avatar Sep 09 '24 23:09 mattersoflight

Effective receptive field of a chosen embedding dimension.

The embedding is the global average pooling of the deepest feature map, so by definition its ERF is the entire input image.

ziw-liu avatar Sep 12 '24 22:09 ziw-liu

Related: #170, #162.

ziw-liu avatar Nov 21 '24 18:11 ziw-liu