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@@ -17,9 +17,9 @@ tags:
 We provide two weights:
 - `episam.pth` is the checkpoint for the segmentation module.
-- 'binarizer.pth' is the checkpoint for the binarizer used in the self-prompting module. For more details on this refer to the second paper listed in citations section below.
-Training code is provided in the GitHub repository, which can be found from the project website.
 ## Citation

 We provide two weights:
 - `episam.pth` is the checkpoint for the segmentation module.
+- 'binarizer.pth' is the checkpoint for the binarizer used in the self-prompting module. For more details on this refer to the [Shilalekhya Binarization](https://ihdia.iiit.ac.in/shilalekhya-binarization/) website.
+Training code is provided in the [GitHub repository](https://github.com/ihdia/episam/) for EpiSAM.
 ## Citation