Skin Cancer Segmentation on Kaggle Skin Lesion Segmentation
AUC
- 2015-05-18 — U-Net: AUC 0.9371
- 2017-11-29 — Residual U-Net: AUC 0.9396
- 2018-02-20 — R2U-Net: AUC 0.9419
| Rank | Model | AUC | F1 score | Paper | Code | Year |
|---|---|---|---|---|---|---|
| 1 | R2U-Net | 0.9419 | 0.8920 | Recurrent Residual Convolutional Neural Network based on U-Net (R2U-Net) for Medical Image Segmentation | LeeJunHyun/Image_Segmentation · yingkaisha/keras-unet-collection · 1044197988/TF.Keras-Commonly-used-models · +9 | 2018 |
| 2 | Residual U-Net | 0.9396 | 0.8799 | Road Extraction by Deep Residual U-Net | rishikksh20/ResUnet · nikhilroxtomar/Deep-Residual-Unet · nikhilroxtomar/semantic-segmentation-architecture · +10 | 2017 |
| 3 | U-Net | 0.9371 | 0.8682 | U-Net: Convolutional Networks for Biomedical Image Segmentation | labmlai/annotated_deep_learning_paper_implementations · milesial/Pytorch-UNet · open-mmlab/mmsegmentation · +484 | 2015 |