Medical Image Segmentation on Pancreas-NIH
84.14Dice CoefficientTCSeg (maximum)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TCSeg (maximum)Protocol=last, Labeled scans=12, Unlabeled scans=502026.05 | 84.14 | — | 5.62 | 2.14 | |
| TCSeg (maximum)Protocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 84.14 | — | 5.62 | 2.14 | |
| TCSeg (median)Protocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 83.94 | — | 6.25 | 2.26 | |
| SCKANType=PL-SSL, Lb/ULb=6/56 (10%)2026.05 | 83.91 | 72.47 | 4.61 | 1.33 | |
| CC-NetProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 83.89 | — | 5.24 | 1.81 | |
| VerSemiProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 83.55 | — | 5.02 | 1.35 | |
| TCSeg (median)Protocol=last, Labeled scans=12, Unlabeled scans=502026.05 | 83.44 | — | 4.9 | 1.61 | |
| TraCoCoProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 83.36 | — | 7.34 | 1.74 | |
| V-NETType=SL, Lb/ULb=62/0 (100%)2026.05 | 83.11 | 71.46 | 5.16 | 1.05 | |
| V-NETType=SS, Lb/ULb=60/0 (100%)2026.07 | 83.11 | 71.46 | 5.16 | 1.05 | |
| BCPLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2023.05 | 82.91 | 70.97 | 6.43 | 2.25 | |
| BCPProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 82.91 | — | 6.43 | 2.25 | |
| MPERType=PL-SSL, Lb/ULb=6/56 (10%)2026.05 | 82.76 | 70.87 | 5.32 | 1.55 | |
| BCPType=SSL, Lb/ULb=6/56 (10%)2026.05 | 82.59 | 70.57 | 6.1 | 1.73 | |
| TCSeg (maximum)Protocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 82.52 | — | 5.5 | 1.89 | |
| TCSeg (median)Protocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 82.22 | — | 8.16 | 2.5 | |
| Co-BioNetProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 82.22 | — | 7.71 | 1.16 | |
| CC-NetProtocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 81.93 | — | 7.79 | 1.98 | |
| TraCoCoProtocol=last, Labeled scans=12, Unlabeled scans=502026.05 | 81.8 | — | 5.7 | 1.49 | |
| MRPLProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 81.53 | — | 6.81 | 1.33 | |
| TCSeg (maximum)Protocol=last, Labeled scans=6, Unlabeled scans=562026.05 | 81.2 | — | 16.11 | 4.48 | |
| ICSSLProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 81.17 | — | 6.17 | 1.46 | |
| DBiSLProtocol=last, Labeled scans=12, Unlabeled scans=502026.05 | 81.09 | — | 6.9 | 1.71 | |
| TCSeg (median)Protocol=last, Labeled scans=6, Unlabeled scans=562026.05 | 81.08 | — | 9.33 | 3.55 | |
| CauSSLProtocol=last, Labeled scans=12, Unlabeled scans=502026.05 | 80.92 | — | 8.11 | 1.53 | |
| BoA-NetProtocol=/, Labeled scans=12, Unlabeled scans=502026.05 | 80.8 | — | 6.01 | 1.65 | |
| SC-SSLProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 80.76 | — | 6.79 | 1.73 | |
| AD-MTType=SSL, Lb/ULb=6/56 (10%)2026.05 | 80.73 | 68.18 | 7.03 | 1.39 | |
| MC-Net+Protocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 80.59 | — | 6.47 | 1.74 | |
| URPCProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 80.31 | — | 6.58 | 2.1 | |
| AUAProtocol=last, Labeled scans=12, Unlabeled scans=482026.05 | 79.81 | — | 5.9 | 1.64 | |
| CoraNetLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2023.05 | 79.67 | 66.69 | 7.59 | 1.89 | |
| CoraNetProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 79.67 | — | 7.59 | 1.89 | |
| TraCoCoProtocol=last, Labeled scans=6, Unlabeled scans=562026.05 | 79.22 | — | 8.46 | 2.57 | |
| SCKANType=PL-SSL, Lb/ULb=3/59 (5%)2026.05 | 78.91 | 65.36 | 6.67 | 1.8 | |
| VerSemiProtocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 78.62 | — | 7.99 | 2.28 | |
| DTCLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2023.05 | 78.27 | 64.75 | 8.36 | 2.25 | |
| DTCProtocol=last, Labeled scans=12, Unlabeled scans=502026.05 | 78.27 | — | 8.36 | 2.25 | |
| Co-BioNetProtocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 77.89 | — | 8.81 | 1.39 | |
| SASSNetLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2023.05 | 77.66 | 64.08 | 10.93 | 3.05 | |
| UA-MTLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2023.05 | 77.26 | 63.82 | 11.9 | 3.06 | |
| DANLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2023.05 | 76.74 | 63.29 | 11.13 | 2.97 | |
| BaPCProtocol=best, Labeled scans=12, Unlabeled scans=502026.05 | 76.36 | — | 10.59 | 2.83 | |
| BoA-NetProtocol=/, Labeled scans=6, Unlabeled scans=562026.05 | 76.06 | — | 11.23 | 3.62 | |
| MRPLProtocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 75.93 | — | 9.07 | 1.54 | |
| ADVNETLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2023.05 | 75.31 | 61.73 | 11.72 | 3.88 | |
| BaPCType=PL-SSL, Lb/ULb=75.10±11.182026.05 | 75.1 | 61.24 | 12.26 | 3.26 | |
| MCFProtocol=last, Labeled scans=12, Unlabeled scans=502026.05 | 75 | — | 11.59 | 3.27 | |
| BCPType=SSL, Lb/ULb=3/59 (5%)2026.05 | 74.9 | 60.39 | 11.38 | 2 | |
| URPCProtocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 74.89 | — | 11.3 | 3.74 | |
| MPERType=PL-SSL, Lb/ULb=3/59 (5%)2026.05 | 74.88 | 60.24 | 9.15 | 2.34 | |
| MC-Net+Protocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 74.01 | — | 12.59 | 3.34 | |
| URPCType=SSL, Lb/ULb=6/56 (10%)2026.05 | 73.66 | 59.45 | 12 | 2.34 | |
| CauSSLProtocol=last, Labeled scans=6, Unlabeled scans=562026.05 | 72.89 | — | 14.19 | 4.37 | |
| UPCoLType=PL-SSL, Lb/ULb=6/56 (10%)2026.05 | 72.78 | 58.72 | 14 | 4.07 | |
| SASSNetType=SSL, Lb/ULb=6/56 (10%)2026.05 | 70.96 | 56.82 | 12.1 | 4.69 | |
| SC-SSLProtocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 70.09 | — | 12.88 | 1.97 | |
| V-NetLabeled Scans=12 (20%), Unlabeled Scans=50 (80%)2023.05 | 69.96 | 55.55 | 14.27 | 1.64 | |
| CPCLType=PL-SSL, Lb/ULb=6/56 (10%)2026.05 | 69.09 | 54.23 | 17.19 | 3.69 | |
| BaPCProtocol=best, Labeled scans=6, Unlabeled scans=562026.05 | 68.64 | — | 16.37 | 3.59 | |
| UA-MTType=SSL, Lb/ULb=6/56 (10%)2026.05 | 67.66 | 52.78 | 14.64 | 2.84 | |
| AD-MTType=SSL, Lb/ULb=3/59 (5%)2026.05 | 67.46 | 51.15 | 13.7 | 1.93 | |
| V-NETType=SL, Lb/ULb=6/0 (10%)2026.05 | 53.76 | 38.58 | 20.35 | 3.17 | |
| UPCoLType=PL-SSL, Lb/ULb=3/59 (5%)2026.05 | 51.77 | 36.86 | 32.9 | 3.32 | |
| CPCLType=PL-SSL, Lb/ULb=3/59 (5%)2026.05 | 50.88 | 36.72 | 33.16 | 10.19 | |
| SASSNetType=SSL, Lb/ULb=3/59 (5%)2026.05 | 50.87 | 35.28 | 30.23 | 10.71 | |
| URPCType=SSL, Lb/ULb=3/59 (5%)2026.05 | 49.68 | 34.76 | 26.44 | 6.36 | |
| BaPCType=PL-SSL, Lb/ULb=3/59 (5%)2026.05 | 41.59 | 27.88 | 51.3 | 3.86 | |
| UA-MTType=SSL, Lb/ULb=3/59 (5%)2026.05 | 35.71 | 22.41 | 57.97 | 25.12 | |
| V-NETType=SL, Lb/ULb=3/0 (5%)2026.05 | 24.64 | 15.84 | 42.74 | 7 |