On the dice loss gradient and the ways to mimic it

Gradient-Aware for Class-Imbalanced Semi-supervised Medical Image Segmentation

W Qi, J Wu, SC Chan - European Conference on Computer Vision, 2024 - Springer
Class imbalance poses a significant challenge in semi-supervised medical image
segmentation (SSLMIS). Existing techniques face problems such as poor performance on …
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[PDF] openreview.net

On the dice loss variants and sub-patching

H Kervadec, M De Bruijne - … with Deep Learning, short paper track, 2023 - openreview.net
The soft-Dice loss is a very popular loss for image semantic segmentation in the medical
field, and is often combined with the cross-entropy loss. It has recently been shown that the …
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[PDF] pkwyx.com

[PDF][PDF] Gradient-Aware for Class-Imbalanced Semi-supervised Medical Image Segmentation

WQJ Wu, SC Chan - pancreas - fq.pkwyx.com
Class imbalance poses a significant challenge in semi-supervised medical image
segmentation (SSLMIS). Existing techniques face problems such as poor performance on …
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