2D Segmentation on ISIC 2017
89.01Dice CoefficientMedNext
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedNextDSC block=✓2025.09 | 89.01 | 92.23 | |
| U-Mamba_BotDSC block=✓2025.09 | 88.92 | 91.82 | |
| U-Mamba_BotDSC block=×2025.09 | 88.89 | 91.73 | |
| TTT-UNet_BotDSC block=-2025.09 | 88.78 | 91.03 | |
| MedNextDSC block=×2025.09 | 88.71 | 92.12 | |
| nnU-NetDSC block=✓2025.09 | 88.46 | 92.1 | |
| nnU-NetDSC block=×2025.09 | 88.25 | 91.2 | |
| SwinUNETRDSC block=✓2025.09 | 88.2 | 91.56 | |
| SwinUNETRDSC block=×2025.09 | 88.03 | 91.45 | |
| SegResNetDSC block=✓2025.09 | 87.96 | 91.08 | |
| SegResNetDSC block=×2025.09 | 87.63 | 90.7 | |
| UNETRDSC block=✓2025.09 | 85.8 | 89.3 | |
| UNETRDSC block=×2025.09 | 84.99 | 88.5 | |
| Med-TTTDSC block=-2025.09 | 81.49 | 86.42 | |
| EMCAD + XAttnRes#Params=28.09M, #FLOPs=5.76G2026.03 | 0.8613 | — | |
| EMCAD#Params=26.76M, #FLOPs=5.60G2026.03 | 0.8595 | — | |
| PVT-CASCADE#Params=34.12M, #FLOPs=7.62G2026.03 | 0.855 | — | |
| CaraNet#Params=46.64M, #FLOPs=11.48G2026.03 | 0.8502 | — | |
| TransUNet#Params=105.32M, #FLOPs=38.52G2026.03 | 0.85 | — | |
| UCTransUnet#Params=66.49M, #FLOPs=43.06G2026.03 | 0.8413 | — | |
| SwinUNet#Params=27.17M, #FLOPs=6.20G2026.03 | 0.8397 | — | |
| DeepLabv3+#Params=39.76M, #FLOPs=14.92G2026.03 | 0.8384 | — | |
| Attn U-Net#Params=34.88M, #FLOPs=66.64G2026.03 | 0.8366 | — | |
| Unet3+#Params=26.97M, #FLOPs=199.74G2026.03 | 0.8334 | — | |
| PraNet#Params=32.55M, #FLOPs=6.93G2026.03 | 0.8303 | — | |
| UNet++#Params=9.16M, #FLOPs=34.65G2026.03 | 0.8298 | — | |
| UNet + XAttnRes#Params=1.28M, #FLOPs=2.87G2026.03 | 0.8225 | — | |
| U-Net#Params=1.06M, #FLOPs=2.50G2026.03 | 0.8213 | — |