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khdlr avatar khdlr commented on July 20, 2024
  1. They are in fact two independent loss terms. The auto_weight_bce loss function calculates both in parallel for efficiency.
  2. Beta is equivalent to the term $|Y_+| / |Y_+ \cup Y_-|$ from eq. 1 in the paper. The purpose of this term is to adaptively weight the loss contributions of both classes to be equal. This is done because the classes are very imbalanced, especially for the edge detection task.

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