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OPHoperHPO / image-background-remove-tool

✂️ Automated high-quality background removal framework for an image using neural networks. ✂️
https://carve.photos
Apache License 2.0
1.39k stars 272 forks source link

RC-4.5.0 #125

Closed OPHoperHPO closed 1 year ago

OPHoperHPO commented 1 year ago

Changelog

  1. Added ISNet segmentation network
  2. Added object classifier YOLOv4.
  3. Added AutoInterface to automatically select the best methods for images with different scene types. AutoInterface uses a scene classifier and an object classifier to perform full analysis on all images. At the moment, since there are not enough models for so many types of scenes, universal models are selected for some domains. In the future, when some variety of models is added, auto-selection will be rewritten for the better.
  4. Updated metrics
  5. Added CascadePSP segmentation refinement network. It will refine the segmentation mask before passing it to the matting network. This should provide more accurate background removal for objects and people. (Check repo from CREDITS.md for more details)
  6. Fixed trimap generator unknown area value as FBA Matting expect.
  7. Added noise filter switch (needed for smooth mask prediction on the final stage)
  8. Updated alpha composition algorithm