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Clarifying augmentations used for student teacher, regarding fine cell detail #9

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maxmal1 opened this issue Mar 23, 2024 · 0 comments

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@maxmal1
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maxmal1 commented Mar 23, 2024

Thank you for releasing the weights attributed to UNI, as well as the fantastic paper. I am having some trouble understanding the use of some of the augmentations used by UNI. This video explaining DINO video timestamp 20:00 mins, suggests that the goal of using a local and global crop for S and T is that the student must learn a more global representation from what is offered, such that small structures shouldn't contribute in favor of a global structure representation. However, in pathology, the small structures matter a lot, like cell nuclei etc. Is this understanding correct? If so, is it necessary to bypass this for a good representation?

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