Lesion Boundary Segmentation on ISIC 2018
0.9035DSCMCTrans
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MCTrans2021.06 | 0.9035 | — | — | — | — | |
| DoubleU-Net2020.06 | 0.8962 | 82.12 | 0.878 | 0.9459 | — | |
| CENet2021.06 | 0.8953 | — | — | — | — | |
| DoubleU-NetParameters=29.29M, FPS=7.462021.05 | 0.8938 | 0.8212 | 0.878 | 0.9459 | 1 | |
| AttentionUNet2021.06 | 0.8895 | — | — | — | — | |
| UNet++2021.06 | 0.8885 | — | — | — | — | |
| UNet2021.06 | 0.8878 | — | — | — | — | |
| MSRF-NetParameters=18.38M, FPS=16.12021.05 | 0.8824 | 0.8373 | 0.8893 | 0.9348 | — | |
| Deeplabv3+ (Mobilenet)Parameters=2.14M, FPS=61.12021.05 | 0.8781 | 0.8236 | 0.883 | 0.9244 | 0.095 | |
| Deeplabv3+ (Xception)Parameters=41.25M, FPS=43.532021.05 | 0.8772 | 0.8128 | 0.8681 | 0.9272 | 0.0431 | |
| ResUNet++ + CRFParameters=4.02M, FPS=79.112021.05 | 0.8688 | 0.8209 | 0.8826 | 0.8736 | 0.0181 | |
| HRNetV2-W48Parameters=65.84M, FPS=28.542021.05 | 0.8667 | 0.8109 | 0.8584 | 0.9155 | 0.0427 | |
| HRNetV2-W18-Smallv2Parameters=26.20M, FPS=57.472021.05 | 0.8561 | 0.7821 | 0.8556 | 0.8974 | 0.0088 | |
| ResUNet++Parameters=4.07M, FPS=40.932021.05 | 0.8557 | 0.8135 | 0.8801 | 0.8676 | 0.0181 | |
| U-NetParameters=7.11M, FPS=79.432021.05 | 0.8554 | 0.7847 | 0.8204 | 0.9474 | 0.0132 | |
| U-Net++Parameters=9.04M, FPS=60.442021.05 | 0.8094 | 0.7288 | 0.7866 | 0.9084 | 0 | |
| Multi-ResUNet2020.06 | — | 80.29 | — | — | — | |
| U-Net2020.06 | — | 76.42 | — | — | — |