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Guo-Stone avatar Guo-Stone commented on August 17, 2024

Yeah, the training approach is NOT unsupervised. To be accurate, MambaMorph is trained in a weak-supervised manner instead of semi-supervised. The definition of weak-supervision is that we don't supervise the model's output (i.e. deformation field in this context) directly, but supervise the label with dice loss.

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Dummy-design avatar Dummy-design commented on August 17, 2024

Thank you for your reply. I noticed that the loss fluctuates significantly while reproducing your work. Is this a normal phenomenon?
{57FF54E3-6D8A-4c35-91DD-B474D2D65728}

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Guo-Stone avatar Guo-Stone commented on August 17, 2024

If I were you, I would plot the loss of several epochs. Only that I can see the trend clearly.

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