Medical Image Segmentation on TN3K
88.9DSCMedSAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedSAMZero-shot=true2025.08 | 88.9 | — | — | |
| BayesMedSAMZero-shot=true, Uncertainty Estimation=T-VBI2025.08 | 88.8 | — | — | |
| E-BayesSAMZero-shot=true, Uncertainty Estimation=T-VBI, Architecture=SO-KAN2025.08 | 88.7 | — | — | |
| Pruned E-BayesSAMZero-shot=true, Uncertainty Estimation=T-VBI, Architecture=SO-KAN, Pruning=Applied2025.08 | 88.2 | — | — | |
| DRDTeacher=MSA 56.32, Student=MobileNet2026.05 | 88.16 | — | — | |
| DRDTeacher=MSA 56.32, Student=ResNet182026.05 | 87.73 | — | — | |
| DRDTeacher=MSA 56.32, Student=ShuffleNet2026.05 | 86.99 | — | — | |
| DRDTeacher=MSA 56.32, Student=ViT-Tiny2026.05 | 86.92 | — | — | |
| DiSIINet2026.06 | 85.82 | 75.18 | — | |
| MedSegDiff-V22026.06 | 85.6 | 74.82 | — | |
| Wang2026.06 | 84.6 | 73.3 | — | |
| SegDINObackbone=DINO-S2026.06 | 83.91 | — | 16.45 | |
| GuiDINO-W2026.03 | 83.4 | 74.48 | 24.8 | |
| SegDINO2026.03 | 83.18 | 74.43 | 18.62 | |
| DenoiSeg2026.06 | 82.6 | 70.4 | — | |
| SwinUNet2026.06 | 82.4 | 70 | — | |
| nnUNet2026.03 | 82.38 | 72.81 | 33.47 | |
| TransUNet2026.06 | 82.16 | 69.8 | — | |
| ResU-Net++2026.06 | 80.9 | 67.8 | — | |
| TransUNet2026.06 | 80.27 | — | 23.95 | |
| Att-UNet2026.06 | 80.15 | — | 24.64 | |
| nnUNet2026.06 | 79.6 | 66.1 | — | |
| U-Net2026.06 | 79.45 | — | 24.59 | |
| SegNet2026.06 | 79.24 | — | 22.74 | |
| U-KAN2026.03 | 78.66 | 69.6 | 24.49 | |
| U-KAN2026.06 | 78.66 | — | 24.49 | |
| UNet2026.06 | 78.2 | 64.2 | — | |
| nnWNet2026.03 | 76.02 | 66.46 | 38.61 | |
| C2PModality=Ultrasound, Reference Protocol=Zero-Ref, Zero-shot=true2026.03 | 75.14 | — | — | |
| SpiderModality=Ultrasound, Reference Protocol=64-Ref, Zero-shot=true2026.03 | 74.24 | — | — | |
| U-NeXt2026.06 | 72.85 | — | 31.4 | |
| SR-ICLModality=Ultrasound, Reference Protocol=Self-Ref, Zero-shot=true2026.03 | 70.59 | — | — | |
| R2U-Net2026.06 | 68.86 | — | 27.89 | |
| nnUNetV2Modality=Ultrasound, Reference Protocol=Zero-Ref, Zero-shot=true2026.03 | 52.61 | — | — |