Medical Image Segmentation on BraTS 2019 (10% labeled data)
86.52Dice ScoreTCSeg (maximum)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCSeg (maximum)Protocol=last2026.05 | 86.52 | — | — | — | |
| TCSeg (maximum)Protocol=best2026.05 | 86.52 | — | — | — | |
| BCSILabeled Data Ratio=10%, Labeled Samples=252026.01 | 86.17 | 77.1 | 8.43 | 1.37 | |
| TraCoCoProtocol=last2026.05 | 85.71 | — | — | — | |
| TraCoCoProtocol=best2026.05 | 85.71 | — | — | — | |
| BOA-Net2026.05 | 85.43 | — | — | — | |
| TCSeg (median)Protocol=last2026.05 | 85.27 | — | — | — | |
| TCSeg (median)Protocol=best2026.05 | 85.27 | — | — | — | |
| UnCoLabeled Data Ratio=10%, Labeled Samples=252026.01 | 85.09 | 75.64 | 8.63 | 1.89 | |
| DBiSLProtocol=last2026.05 | 85.09 | — | — | — | |
| MLRPLabeled Data Ratio=10%, Labeled Samples=252026.01 | 84.29 | 74.74 | 9.57 | 2.55 | |
| MRPLProtocol=best2026.05 | 84.29 | — | — | — | |
| URPCProtocol=best2026.05 | 84.16 | — | — | — | |
| AC-MTProtocol=best2026.05 | 83.77 | — | — | — | |
| CauSSLProtocol=last2026.05 | 83.54 | — | — | — | |
| MPCL(Ours)Type=MPL, Lb/ULb=25/225 (10%)2026.07 | 83.4 | 73.45 | 9.83 | 1.7 | |
| CPCL2026.05 | 83.36 | — | — | — | |
| SKCDFLabeled Data Ratio=10%, Labeled Samples=252026.01 | 83 | 73.08 | 10.28 | 1.78 | |
| UG-MCLProtocol=best2026.05 | 82.82 | — | — | — | |
| CPCLType=SPL, Lb/ULb=25/225 (10%)2026.07 | 82.6 | 72.61 | 10.82 | 3.41 | |
| URPCLabeled Data Ratio=10%, Labeled Samples=252026.01 | 82.59 | 72.11 | 13.88 | 3.72 | |
| MPERType=MPL, Lb/ULb=25/225 (10%)2026.07 | 81.53 | 71.11 | 10.29 | 2.53 | |
| MC-NetLabeled Data Ratio=10%, Labeled Samples=252026.01 | 81.52 | 71.89 | 13.26 | 4.56 | |
| UA-MTType=CR, Lb/ULb=25/225 (10%)2026.07 | 80.84 | 70.44 | 15.73 | 4.65 | |
| BaPCType=MPL, Lb/ULb=25/225 (10%)2026.07 | 80.22 | 69.91 | 10.76 | 2.29 | |
| UPCoLType=SPL, Lb/ULb=25/225 (10%)2026.07 | 80.21 | 70.08 | 13.07 | 3.14 | |
| DTCType=CR, Lb/ULb=25/225 (10%)2026.07 | 79.99 | 69.26 | 11.19 | 2.05 | |
| BS-NetLabeled Data Ratio=10%, Labeled Samples=252026.01 | 79.93 | 69.37 | 10.88 | 2.05 | |
| UAMTLabeled Data Ratio=10%, Labeled Samples=252026.01 | 79.49 | 69.22 | 11.93 | 1.93 | |
| MC-Net+Labeled Data Ratio=10%, Labeled Samples=252026.01 | 79.27 | 68.97 | 14.89 | 4.91 | |
| MCFLabeled Data Ratio=10%, Labeled Samples=252026.01 | 78.83 | 68.49 | 12.25 | 1.92 | |
| BCPLabeled Data Ratio=10%, Labeled Samples=252026.01 | 78.64 | 68.59 | 12.88 | 2.81 | |
| TTMCType=CR, Lb/ULb=25/225 (10%)2026.07 | 77.61 | 67.55 | 14.7 | 4.19 | |
| DTCLabeled Data Ratio=10%, Labeled Samples=252026.01 | 77.54 | 66.91 | — | 2.84 | |
| V-NETType=SS, Lb/ULb=25/0 (10%)2026.07 | 76.94 | 66.18 | 13.41 | 2.06 | |
| VNet (SupOnly)Labeled Data Ratio=10%, Labeled Samples=252026.01 | 74.43 | 61.86 | 37.11 | 2.79 |