2D Medical Image Segmentation on BUSI
75.8IoUDAA4SSMIS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 75.8 | — | 81.9 | 21.8 | 31.3 | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 75 | — | 81 | 25.1 | 34.2 | |
| BTI-NetYear=20262026.06 | 74.5 | — | — | — | — | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 73.7 | — | 79.7 | 27.6 | 37.1 | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 73.4 | — | 79.8 | 27 | 36.2 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 73.2 | — | 79.2 | 31 | 39.6 | |
| MTI-NetYear=20202026.06 | 73.06 | — | — | — | — | |
| DenseMTLYear=20232026.06 | 72.83 | — | — | — | — | |
| MTL-OCAYear=20252026.06 | 72.14 | — | — | — | — | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/4 (High Ratio)2026.07 | 71.8 | — | 78.1 | 27.3 | 37.3 | |
| MTANetYear=20242026.06 | 71.24 | — | — | — | — | |
| BCPEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 71.2 | — | 77.5 | 29.9 | 41.7 | |
| BCPEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 70.9 | — | 76.7 | 34.7 | 46.2 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 70.8 | — | 77.5 | 35 | 44.7 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 69.9 | — | 76.4 | 33.1 | 45 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 69 | — | 74.9 | 35.4 | 47 | |
| MTANYear=20192026.06 | 68.41 | — | — | — | — | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 68.4 | — | 74.5 | 33.8 | 45.5 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 68.2 | — | 74.8 | 32.7 | 45.1 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 67.7 | — | 74.6 | 36.7 | 48.8 | |
| BCPEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 67.2 | — | 73.9 | 33.1 | 48.2 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 66.3 | — | 73.3 | 39.5 | 53.5 | |
| P-UNETYear=20262026.03 | 66.24 | 79.29 | — | — | — | |
| RCPEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 65.1 | — | 71.8 | 38.6 | 53.5 | |
| RCPEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 64.9 | — | 71.9 | 42.4 | 55.4 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/16 (Low Ratio)2026.07 | 64.8 | — | 71.3 | 39.2 | 54 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 64.3 | — | 70.9 | 42.6 | 56.5 | |
| RCPEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 64.3 | — | 71.2 | 44.2 | 57.8 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 64.2 | — | 70 | 39.5 | 54 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 63.6 | — | 71 | 42 | 57.6 | |
| UKANYear=20242026.03 | 63.38 | 76.4 | — | — | — | |
| AdaMixEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 63.2 | — | 70 | 49.5 | 58.9 | |
| UKAN2.0Year=20252026.03 | 63.05 | 76.86 | — | — | — | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 61.1 | — | 67.9 | 47.5 | 61.6 | |
| R-UNetYear=20242026.03 | 61 | 74.67 | — | — | — | |
| AdaMixEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 61 | — | 67.9 | 49.7 | 60.9 | |
| U-NeXtYear=20222026.03 | 59.06 | 73.08 | — | — | — | |
| U-Net++Year=20182026.03 | 57.41 | 72.11 | — | — | — | |
| U-NetYear=20152026.03 | 57.22 | 71.91 | — | — | — | |
| Att-UNetYear=20182026.03 | 55.18 | 70.22 | — | — | — | |
| AdaMixEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 51.6 | — | 58.6 | 65.2 | 79.3 |