2D Medical Image Segmentation on FIVES
88.51Dice ScoreDRD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DRDTeacher=MSA 42.05, Student=ViT-Tiny2026.05 | 88.51 | — | |
| DRDTeacher=MedSAM 16.53, Student=ViT-Tiny2026.05 | 88.35 | — | |
| U-Net + MAPOBackbone=CNN2025.12 | 88.12 | — | |
| MedCAGDParams=30.60 M, Flops=05.00 G2026.07 | 87.5 | — | |
| U-NetBackbone=CNN2025.12 | 86.58 | — | |
| UNet++Params=09.16 M, Flops=34.65 G2026.07 | 85.74 | — | |
| SwinUNet + MAPOBackbone=ViT2025.12 | 85.48 | — | |
| U2-Net + MAPOBackbone=CNN2025.12 | 84.87 | — | |
| UCTransNetParams=65.60 M, Flops=56.70 G2026.07 | 84.74 | — | |
| PraNetParams=32.55 M, Flops=06.93 G2026.07 | 84.57 | — | |
| Swin-UnetParams=27.17 M, Flops=06.20 G2026.07 | 84.17 | — | |
| U2-NetBackbone=CNN2025.12 | 83.81 | — | |
| TransUNetParams=105.32 M, Flops=38.52 G2026.07 | 83.54 | — | |
| VM-UNetParams=27.43 M, Flops=04.12 G2026.07 | 83.51 | — | |
| RollingUNet + MAPOBackbone=CNN2025.12 | 83.06 | — | |
| SwinUNetBackbone=ViT2025.12 | 82.79 | — | |
| Swin-UMambaParams=60.00 M, Flops=68.00 G2026.07 | 82.66 | — | |
| EMCADParams=26.76 M, Flops=05.60 G2026.07 | 82.51 | — | |
| H2Former + MAPOBackbone=Hybrid2025.12 | 82.17 | — | |
| RollingUNetBackbone=CNN2025.12 | 80.46 | — | |
| H2FormerBackbone=Hybrid2025.12 | 76.63 | — | |
| UNeXtParams=1.470 M, Flops=0.570 G2026.07 | 76.6 | — | |
| nnU-NetParams=31.29 M, Flops=55.26 G2026.07 | 76.1 | — | |
| MCADSParams=50.90 M, Flops=61.89 G2026.07 | 76.05 | — | |
| TransAttUNet + MAPOBackbone=Hybrid2025.12 | 75.99 | — | |
| AttnUNetParams=34.88 M, Flops=66.64 G2026.07 | 75.99 | — | |
| U-NetParams=34.53 M, Flops=65.53 G2026.07 | 75.77 | — | |
| DRDTeacher=MSA 42.05, Student=MobileNet2026.05 | 75.25 | — | |
| TransAttUNetBackbone=Hybrid2025.12 | 75.19 | — | |
| DeepLabv3+Params=39.76 M, Flops=14.92 G2026.07 | 75.12 | — | |
| DRDTeacher=MedSAM 16.53, Student=MobileNet2026.05 | 74.9 | — | |
| DRDTeacher=MSA 42.05, Student=ResNet182026.05 | 74.57 | — | |
| DRDTeacher=MedSAM 16.53, Student=ResNet182026.05 | 74.39 | — | |
| MISSFormer + MAPOBackbone=ViT2025.12 | 74.09 | — | |
| MISSFormerBackbone=ViT2025.12 | 73.77 | — | |
| DRDTeacher=MedSAM 16.53, Student=ShuffleNet2026.05 | 73.06 | — | |
| DRDTeacher=MSA 42.05, Student=ShuffleNet2026.05 | 72.83 | — | |
| CIRKDTeacher=MedSAM 16.53, Student=ResNet182026.05 | 72.57 | — | |
| PKTTeacher=MedSAM 16.53, Student=ResNet182026.05 | 68.05 | — | |
| VanillaTeacher=MedSAM 16.53, Student=ResNet182026.05 | 68 | — | |
| VIDTeacher=MedSAM 16.53, Student=ResNet182026.05 | 65.51 | — | |
| HintTeacher=MedSAM 16.53, Student=ResNet182026.05 | 63.95 | — | |
| MobSAMTeacher=MedSAM 16.53, Student=ResNet182026.05 | 59.62 | — | |
| SemCKDTeacher=MedSAM 16.53, Student=ResNet182026.05 | 58.09 | — | |
| Medical SAM3Params=840.0 M, reported_from_paper=true2026.07 | 55.8 | — | |
| H2FormerBackbone=Hybrid2025.12 | — | 15.21 | |
| H2Former + MAPOBackbone=Hybrid2025.12 | — | 5.55 | |
| MISSFormerBackbone=ViT2025.12 | — | 9.24 | |
| MISSFormer + MAPOBackbone=ViT2025.12 | — | 9.07 | |
| RollingUNetBackbone=CNN2025.12 | — | 38.02 | |
| RollingUNet + MAPOBackbone=CNN2025.12 | — | 19.4 | |
| SwinUNetBackbone=ViT2025.12 | — | 7.79 | |
| SwinUNet + MAPOBackbone=ViT2025.12 | — | 6.74 | |
| TransAttUNetBackbone=Hybrid2025.12 | — | 14.38 | |
| TransAttUNet + MAPOBackbone=Hybrid2025.12 | — | 12.46 | |
| U-NetBackbone=CNN2025.12 | — | 6.25 | |
| U-Net + MAPOBackbone=CNN2025.12 | — | 6.17 | |
| U2-NetBackbone=CNN2025.12 | — | 19.87 | |
| U2-Net + MAPOBackbone=CNN2025.12 | — | 20 |