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unixio/skin-lesion-segmentation

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App README

🩺 Skin Lesion Segmentation

Deep-learning segmentation of skin lesions with U-Net, Attention U-Net, and U-Net++, trained on the ISIC-2018 dataset. Upload a skin/dermoscopy image to see the predicted lesion mask, an overlay, and a Grad-CAM explanation.

ModelTest DiceIoUHD95
U-Net (ResNet34)0.9060.82912.46
U-Net++ (ResNet34)0.9050.82912.80
Attention U-Net0.8820.79216.71

Checkpoints are pulled at runtime from unixio/unet-skin-lesion-segmentation.

⚠️ Research/education prototype. Not a medical device.

Code: github.com/BertinAm/unet-skin-lesion-segmentation