Medical Image Segmentation on ISIC (test)
0.865IoUU-CycleMLP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| U-CycleMLP2025.12 | 0.865 | 0.9276 | — | |
| MD-UNet2025.12 | 0.8481 | 0.9158 | — | |
| nnUNet + LLaMAParam(M)=9.86, GFLOPS=28.222025.06 | 0.8339 | 0.8979 | — | |
| nnUNetParam(M)=7.76, GFLOPS=12.122025.06 | 0.8307 | 0.8951 | — | |
| Trans UnetParam(M)=105.3, GFLOPS=38.522025.06 | 0.8295 | 0.8968 | — | |
| UNet + LLaMAParam(M)=38.71, GFLOPS=82.202025.06 | 0.8288 | 0.8957 | — | |
| UCTransNetParam(M)=66.24, GFLOPS=32.982025.06 | 0.8276 | 0.895 | — | |
| CMUNeXt + LLaMAParam(M)=4.19, GFLOPS=23.422025.06 | 0.8269 | 0.8945 | — | |
| CMUNeXtParam(M)=3.14, GFLOPS=7.392025.06 | 0.8247 | 0.8936 | — | |
| U-Net++Param(M)=26.90, GFLOPS=37.622025.06 | 0.8229 | 0.8917 | — | |
| UNetParam(M)=34.52, GFLOPS=65.562025.06 | 0.8228 | 0.8919 | — | |
| FM-UNet2025.12 | 0.8214 | 0.8995 | — | |
| UNeXtParam(M)=1.47, GFLOPS=0.582025.06 | 0.821 | 0.8993 | — | |
| UCTransNet2025.12 | 0.8198 | 0.8966 | — | |
| TinyU-NetParam(M)=0.48, GFLOPS=1.662025.06 | 0.8195 | 0.8899 | — | |
| UNeXt2025.12 | 0.817 | 0.897 | — | |
| UniRepLKParam(M)=5.83, GFLOPS=9.392025.06 | 0.8164 | 0.8882 | — | |
| SupervisedPrompt=box2023.12 | 0.8162 | — | — | |
| MedFormer2025.12 | 0.8114 | 0.8898 | — | |
| MissFormerParam(M)=35.45, GFLOPS=7.252025.06 | 0.8099 | 0.8803 | — | |
| TransUNet2025.12 | 0.8051 | 0.8891 | — | |
| SupervisedPrompt=poly2023.12 | 0.8026 | — | — | |
| WeSAMPrompt=box2023.12 | 0.8001 | — | — | |
| SupervisedPrompt=point2023.12 | 0.7981 | — | — | |
| MedT2025.12 | 0.7954 | 0.8735 | — | |
| UTNet2025.12 | 0.7945 | 0.8937 | — | |
| ACCPG-Net2025.12 | 0.7916 | 0.8862 | — | |
| LeaNet2025.12 | 0.7893 | 0.8889 | — | |
| DePTPrompt=box2023.12 | 0.7843 | — | — | |
| MALUNet2025.12 | 0.7841 | 0.8812 | — | |
| Soft TeacherPrompt=box2023.12 | 0.7574 | — | — | |
| ResUNet2025.12 | 0.7562 | 0.856 | — | |
| WeSAMPrompt=poly2023.12 | 0.7536 | — | — | |
| UNet++2025.12 | 0.7512 | 0.8496 | — | |
| UNet2025.12 | 0.7455 | 0.8403 | — | |
| WDASSPrompt=box2023.12 | 0.7423 | — | — | |
| DePTPrompt=poly2023.12 | 0.7275 | — | — | |
| TRIBEPrompt=box2023.12 | 0.7261 | — | — | |
| Soft TeacherPrompt=poly2023.12 | 0.7229 | — | — | |
| SHOTPrompt=box2023.12 | 0.7199 | — | — | |
| TENTPrompt=box2023.12 | 0.7176 | — | — | |
| TRIBEPrompt=poly2023.12 | 0.6799 | — | — | |
| WDASSPrompt=poly2023.12 | 0.6784 | — | — | |
| TENTPrompt=poly2023.12 | 0.6712 | — | — | |
| SHOTPrompt=poly2023.12 | 0.6686 | — | — | |
| DirectPrompt=box2023.12 | 0.6674 | — | — | |
| DirectPrompt=poly2023.12 | 0.6282 | — | — | |
| WeSAMPrompt=point2023.12 | 0.6212 | — | — | |
| SHOTPrompt=point2023.12 | 0.5599 | — | — | |
| WDASSPrompt=point2023.12 | 0.5563 | — | — | |
| Soft TeacherPrompt=point2023.12 | 0.5495 | — | — | |
| TENTPrompt=point2023.12 | 0.5346 | — | — | |
| DirectPrompt=point2023.12 | 0.5342 | — | — | |
| TRIBEPrompt=point2023.12 | 0.5036 | — | — | |
| DePTPrompt=point2023.12 | 0.4679 | — | — | |
| Low-Rank MoE (∇ △ sequence)#param=3.4M, Low-Rank=true, MoE=true2024.06 | — | — | 0.9075 | |
| Low-Rank MoE (□ ∇ sequence)#param=3.4M, Low-Rank=true, MoE=true2024.06 | — | — | 0.9077 | |
| Low-Rank MoE (△ ∇ sequence)#param=3.4M, Low-Rank=true, MoE=true2024.06 | — | — | 0.9077 | |
| Low-Rank MoE (Single-task)#param=3.4M, Low-Rank=true, MoE=true2024.06 | — | — | 0.9061 | |
| SOTA2024.06 | — | — | 0.8903 | |
| Swin-UNETR (∇ □ sequence)#param=88.1M, Low-Rank=false, MoE=false2024.06 | — | — | 0.636 | |
| Swin-UNETR (∇ △ sequence)#param=88.1M, Low-Rank=false, MoE=false2024.06 | — | — | 0.9069 | |
| Swin-UNETR (△ ∇ sequence)#param=88.1M, Low-Rank=false, MoE=false2024.06 | — | — | 0.9046 | |
| Swin-UNETR (Single-task)#param=88.1M, Low-Rank=false, MoE=false2024.06 | — | — | 0.9063 |