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Support of SmoothGradCAM++, Score-CAM and SS-CAM

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@frgfm frgfm released this 03 Aug 21:47
a95d680

This release adds implementations of SmoothGradCAM++, Score-CAM and SS-CAM.

Note: torchcam 0.1.1 requires PyTorch 1.1 or newer.

brought to you by @frgfm

Highlights

CAMs

Implementation of CAM extractor
New

  • Add a SmoothGradCAM++ implementation (#4)
  • Add a Score-CAM implementation (#5)
  • Add a SS-CAM implementation (#11).

Improvements

  • Refactor CAM extractor for better code reusability (#6)

Test

Verifications of the package well-being before release
New

  • Updated test for torchcam.cams (#4, #5, #11)

Documentation

Online resources for potential users
Improvements

  • Add detailed explanation of CAM computation (#8, #11)
  • Add websearch referencing of documentation (#7)

Others

Other tools and implementations

  • Fixed conda upload job (#3)