2D Medical Image Segmentation on PMTCXR
41.6IoUDAA4SSMIS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 41.6 | 54.5 | 13.8 | 39.5 | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 40.8 | 53.4 | 12.8 | 38.3 | |
| DAA4SSMISEncoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 40.7 | 52.9 | 18.9 | 46 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 38.3 | 50.3 | 21.2 | 45.6 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 37.3 | 49 | 25.6 | 52.5 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/4 (High Ratio)2026.07 | 36.6 | 48.6 | 20.6 | 47.7 | |
| UniV2Encoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 36 | 47.6 | 26 | 52 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 34.7 | 46.8 | 21.8 | 50.4 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/4 (High Ratio)2026.07 | 34.1 | 46.3 | 19.9 | 50.6 | |
| AdaMixEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 31.4 | 42.9 | 17 | 53.2 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 31.1 | 42.9 | 20.9 | 53.6 | |
| BCPEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 30.9 | 42.5 | 24.1 | 59.1 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 30.4 | 42.2 | 19.9 | 52.6 | |
| RCPEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 30.4 | 41.8 | 25.7 | 58.5 | |
| Labeled OnlyEncoder=DINOv2-S, Labeled Ratio=1/16 (Low Ratio)2026.07 | 30 | 41.5 | 23.7 | 56.1 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/4 (High Ratio)2026.07 | 29.8 | 40.6 | 31.7 | 64.3 | |
| BCPEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 28 | 39.1 | 28.8 | 65.3 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 27.7 | 38.8 | 29.6 | 64.1 | |
| SynFocEncoder=MedSAM, Labeled Ratio=1/16 (Low Ratio)2026.07 | 27.3 | 38.8 | 23.1 | 56.2 | |
| AdaMixEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 27.1 | 37.8 | 18.5 | 57.7 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 26.8 | 38.2 | 26.3 | 63.3 | |
| ABDEncoder=SwinUNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 24.8 | 35.9 | 29.8 | 69 | |
| RCPEncoder=UNet, Labeled Ratio=1/8 (Medium Ratio)2026.07 | 24.3 | 34.1 | 43.8 | 77.3 | |
| RCPEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 23.1 | 33.2 | 37.4 | 73.8 | |
| BCPEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 22.8 | 32.8 | 43.1 | 81.9 | |
| AdaMixEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 22.4 | 31.9 | 24.1 | 64.7 | |
| MiDSSEncoder=UNet, Labeled Ratio=1/16 (Low Ratio)2026.07 | 21.9 | 31.7 | 38.9 | 76.6 |