Segmentation on UBB (UDIAT + BREASTUSG + BUSUCLM) (test)
78.15Dice ScoreAPPG
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| APPGLabeled=108 (20%), Unlabeled=434 (80%)2026.03 | 78.15 | 68.82 | 97.27 | |
| APPGLabeled=54 (10%), Unlabeled=488 (90%)2026.03 | 75.95 | 67.09 | 97.13 | |
| APPGLabeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 75.75 | 65.86 | 96.67 | |
| Text-semisegVenue=MICCAI’25, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 75.55 | 65.9 | 97.24 | |
| U2PLVenue=CVPR’22, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 75.46 | 65.27 | 97.23 | |
| PH-NetVenue=CVPR’24, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 75.12 | 65.04 | 97.2 | |
| U-NetVenue=MICCAI, Labeled=542 (100%), Unlabeled=02026.03 | 74.81 | 65.56 | 97.29 | |
| Text-semisegVenue=MICCAI’25, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 74.7 | 63.85 | 96.9 | |
| CSC-PAVenue=CVPR’25, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 74.18 | 62.47 | 96.95 | |
| PH-NetVenue=CVPR’24, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 73.89 | 61.85 | 96.99 | |
| CSC-PAVenue=CVPR’25, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 72.65 | 61.08 | 96.9 | |
| MTVenue=NeurIPS’17, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 72.42 | 62.53 | 97.15 | |
| BCPVenue=CVPR’23, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 72.39 | 60.59 | 96.87 | |
| PGCLVenue=CVPR’23, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 72.14 | 62.45 | 97.25 | |
| BCPVenue=CVPR’23, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 71.62 | 61 | 96.98 | |
| U2PLVenue=CVPR’22, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 70.88 | 59.44 | 96.85 | |
| AaU-ssmVenue=MedIA’24, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 70.86 | 59.94 | 96.8 | |
| MCFVenue=CVPR’23, Labeled=108 (20%), Unlabeled=434 (80%)2026.03 | 70.42 | 60.47 | 96.83 | |
| U-Net (static teacher)Labeled=0, Unlabeled=4742026.03 | 69.95 | 60.26 | 96.67 | |
| U-NetVenue=MICCAI, Labeled=108 (20%), Unlabeled=02026.03 | 67.95 | 58.22 | 96.93 | |
| U-NetVenue=MICCAI, Labeled=54 (10%), Unlabeled=02026.03 | 67.39 | 55.76 | 96.75 | |
| PGCLVenue=CVPR’23, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 66.04 | 54.83 | 96.61 | |
| MTVenue=NeurIPS’17, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 65.79 | 55.15 | 96.71 | |
| MCFVenue=CVPR’23, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 65.61 | 54.23 | 96.44 | |
| AaU-ssmVenue=MedIA’24, Labeled=54 (10%), Unlabeled=488 (90%)2026.03 | 63.51 | 52.1 | 96.21 | |
| Text-semisegVenue=MICCAI’25, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 59.76 | 46.3 | 93.97 | |
| BCPVenue=CVPR’23, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 56.95 | 44.72 | 93.1 | |
| MTVenue=NeurIPS’17, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 56.73 | 43.43 | 94.36 | |
| CSC-PAVenue=CVPR’25, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 51.06 | 37.28 | 93.71 | |
| PH-NetVenue=CVPR’24, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 50.02 | 38.82 | 94.66 | |
| MCFVenue=CVPR’23, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 49.29 | 36.26 | 94.2 | |
| U2PLVenue=CVPR’22, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 48.57 | 35.38 | 93.98 | |
| AaU-ssmVenue=MedIA’24, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 45.51 | 32.76 | 94.37 | |
| PGCLVenue=CVPR’23, Labeled=13 (2.5%), Unlabeled=529 (97.5%)2026.03 | 43.73 | 31.39 | 93.69 | |
| U-NetVenue=MICCAI, Labeled=13 (2.5%), Unlabeled=02026.03 | 43.52 | 31.03 | 93.52 |