Medical Image Segmentation on LA
91.82DiceSASNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SASNetLabeled scans=16 (20%), Unlabeled scans=642026.01 | 91.82 | 84.93 | — | 1.42 | 4.63 | |
| CrossMatchLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 91.61 | 84.57 | — | 1.57 | 5.36 | |
| CrossMatchLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 91.33 | 84.11 | — | 1.53 | 5.29 | |
| V-NETType=SS, Lb/ULb=80 (100%)2026.07 | 91.33 | 84.1 | — | 1.48 | 5.6 | |
| RCPSLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 91.21 | — | — | 1.81 | 6.54 | |
| V-NetLabeled Scans=80 (All), Unlabeled Scans=02024.05 | 91.14 | 83.82 | — | 1.52 | 5.75 | |
| V-NetLabeled scans=80 (100%), Unlabeled scans=02026.01 | 91.14 | 83.82 | — | 1.52 | 5.75 | |
| AUSSLabeled scans=16 (20%), Unlabeled scans=642026.01 | 90.79 | 82.91 | — | 1.93 | 6.13 | |
| CAMLLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 90.78 | 83.19 | — | 1.68 | 6.11 | |
| UniMatchLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 90.77 | 83.18 | — | 2.05 | 7.21 | |
| RCPSLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 90.73 | — | — | 2.05 | 7.91 | |
| MC-Net+Labeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 90.6 | 82.93 | — | 1.58 | 6.27 | |
| MiDSSLabeled scans=16 (20%), Unlabeled scans=642026.01 | 90.47 | 82.55 | — | 1.8 | 6.17 | |
| DMDLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 90.46 | 82.66 | — | 1.62 | 6.39 | |
| MedCoSSParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 90.46 | — | 9.55 | — | — | |
| MC-NetLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 90.43 | 82.69 | — | 1.66 | 6.52 | |
| BSNetLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 90.43 | — | — | 1.63 | 6.21 | |
| GALossLabeled scans=16 (20%), Unlabeled scans=642026.01 | 90.39 | 82.46 | — | 2.01 | 6.35 | |
| InvCoSSParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 90.21 | — | 10.76 | — | — | |
| BCPLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 90.18 | 82.36 | — | 1.61 | 6.64 | |
| CauSSLLabeled scans=16 (20%), Unlabeled scans=642026.01 | 90.16 | 82.17 | — | 1.97 | 6.11 | |
| MC-Net+Labeled scans=16 (20%), Unlabeled scans=642026.01 | 90.12 | 82.12 | — | 1.99 | 8.07 | |
| PLGCLLabeled scans=16 (20%), Unlabeled scans=642026.01 | 90.01 | 82.04 | — | 2.15 | 6.21 | |
| CrossMatchLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 89.98 | 81.84 | — | 1.85 | 5.9 | |
| SCCLabeled scans=16 (20%), Unlabeled scans=642026.01 | 89.81 | 81.64 | — | 1.82 | 7.15 | |
| DMDLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 89.7 | 81.42 | — | 1.78 | 6.88 | |
| CaSSLeParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 89.66 | — | 10.67 | — | — | |
| MRIParadigm=Static Pre-training Baseline2025.12 | 89.64 | — | 10.24 | — | — | |
| CAMLLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 89.62 | 81.28 | — | 2.02 | 8.76 | |
| SASNetLabeled scans=8 (10%), Unlabeled scans=722026.01 | 89.62 | 81.33 | — | 1.89 | 6.59 | |
| BCPLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 89.55 | 81.22 | — | 1.69 | 7.1 | |
| DTCLabeled scans=16 (20%), Unlabeled scans=642026.01 | 89.52 | 81.22 | — | 1.96 | 7.07 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Shared2025.12 | 89.41 | — | 13.84 | — | — | |
| SASSNetLabeled scans=16 (20%), Unlabeled scans=642026.01 | 89.16 | 80.6 | — | 2.26 | 8.95 | |
| UniMatchLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 89.09 | 80.47 | — | 3.59 | 12.5 | |
| ICTLabeled scans=16 (20%), Unlabeled scans=642026.01 | 89.02 | 80.34 | — | 1.97 | 10.38 | |
| Path.Paradigm=Static Pre-training Baseline2025.12 | 88.93 | — | 11.23 | — | — | |
| PackNetParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 88.87 | — | 12.55 | — | — | |
| UA-MTLabeled scans=16 (20%), Unlabeled scans=642026.01 | 88.74 | 79.94 | — | 2.32 | 8.39 | |
| URPCLabeled scans=16 (20%), Unlabeled scans=642026.01 | 88.74 | 79.93 | — | 3.66 | 12.73 | |
| MLB-Seg2023.07 | 88.69 | 79.86 | 8.99 | 2.61 | — | |
| MRNetLabeled scans=16 (20%), Unlabeled scans=642026.01 | 88.62 | 80.94 | — | 2.48 | 8.83 | |
| Joint SSLParadigm=Static Pre-training Baseline, Decoder=Separate2025.12 | 88.44 | — | 13.84 | — | — | |
| SS-NetLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 88.19 | 79.21 | — | 2.2 | 8.12 | |
| UA-MTLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 88.18 | 79.09 | — | 2.62 | 9.66 | |
| SASSNetLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 88.11 | 79.08 | — | 3.27 | 12.31 | |
| MiDSSLabeled scans=8 (10%), Unlabeled scans=722026.01 | 88.03 | 78.69 | — | 2.16 | 8.04 | |
| EWCParadigm=Continual Self-supervised Learning, Access=Data-free2025.12 | 88 | — | 12.55 | — | — | |
| X-rayParadigm=Static Pre-training Baseline2025.12 | 87.9 | — | 10.85 | — | — | |
| GALossLabeled scans=8 (10%), Unlabeled scans=722026.01 | 87.86 | 78.55 | — | 2.07 | 8.01 | |
| DTCLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 87.79 | 78.52 | — | 2.5 | 10.29 | |
| MC-Net2023.07 | 87.71 | 78.31 | 9.36 | 2.18 | — | |
| MC-Net+Labeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 87.68 | 78.27 | — | 1.85 | 10.35 | |
| URPCLabeled Scans=16 (20%), Unlabeled Scans=64 (80%)2024.05 | 87.68 | 78.36 | — | 3.52 | 14.39 | |
| AUSSLabeled scans=8 (10%), Unlabeled scans=722026.01 | 87.57 | 78.32 | — | 2.22 | 8.17 | |
| BCPLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 87.52 | 78.15 | — | 2.64 | 8.41 | |
| DTCLabeled scans=8 (10%), Unlabeled scans=722026.01 | 87.51 | 78.17 | — | 2.36 | 8.23 | |
| MC-Net+Labeled scans=8 (10%), Unlabeled scans=722026.01 | 87.5 | 77.98 | — | 2.3 | 11.28 | |
| CauSSLLabeled scans=8 (10%), Unlabeled scans=722026.01 | 87.49 | 77.95 | — | 5.11 | 18.85 | |
| ERParadigm=Continual Self-supervised Learning, Access=Data-replay2025.12 | 87.37 | — | 14.42 | — | — | |
| CAMLLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 87.34 | 77.65 | — | 2.49 | 9.76 | |
| SASSNet2023.07 | 87.32 | 77.72 | 9.62 | 2.55 | — | |
| PLGCLLabeled scans=8 (10%), Unlabeled scans=722026.01 | 87.28 | 77.54 | — | 5.32 | 18.98 | |
| CTParadigm=Static Pre-training Baseline2025.12 | 87.21 | — | 16.01 | — | — | |
| MC-NetLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 86.87 | 78.49 | — | 2.18 | 11.17 | |
| Uncertainty-Based2023.07 | 86.58 | 76.34 | 11.82 | — | — | |
| DTC2023.07 | 86.57 | 76.55 | 14.47 | 3.74 | — | |
| SS-NetLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 86.56 | 76.61 | — | 3.02 | 12.76 | |
| SCCLabeled scans=8 (10%), Unlabeled scans=722026.01 | 86.51 | 76.54 | — | 2.56 | 10.51 | |
| UA-MTLabeled scans=8 (10%), Unlabeled scans=722026.01 | 86.28 | 76.11 | — | 4.63 | 18.71 | |
| UniMatchLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 86.08 | 75.83 | — | 2.85 | 12.04 | |
| MRNetLabeled scans=8 (10%), Unlabeled scans=722026.01 | 86.07 | 75.86 | — | 5.51 | 19.24 | |
| V-NetLabeled Scans=16 (20%), Unlabeled Scans=02024.05 | 86.03 | 76.06 | — | 3.51 | 14.26 | |
| V-NetLabeled scans=16 (20%), Unlabeled scans=02026.01 | 86.03 | 76.06 | — | 3.51 | 14.26 | |
| TFSParadigm=Static Pre-training Baseline2025.12 | 85.94 | — | 16.62 | — | — | |
| DUWM2023.07 | 85.91 | 75.75 | 12.67 | 3.31 | — | |
| UA-MTLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 85.81 | 75.41 | — | 5.04 | 18.25 | |
| SASSNetLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 85.71 | 75.35 | — | 4 | 14.74 | |
| LG-ER-MT2023.07 | 85.54 | 75.12 | 13.29 | 3.77 | — | |
| ICTLabeled scans=8 (10%), Unlabeled scans=722026.01 | 85.39 | 74.84 | — | 2.88 | 17.45 | |
| SASSNetLabeled scans=8 (10%), Unlabeled scans=722026.01 | 85.22 | 75.09 | — | 2.89 | 11.18 | |
| URPCLabeled scans=8 (10%), Unlabeled scans=722026.01 | 85.01 | 74.36 | — | 3.96 | 15.37 | |
| DTCLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 84.55 | 73.91 | — | 3.69 | 13.8 | |
| UA-MT2023.07 | 84.25 | 73.48 | 13.84 | 3.36 | — | |
| ReportParadigm=Static Pre-training Baseline2025.12 | 83.92 | — | 17.45 | — | — | |
| URPCLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2024.05 | 83.37 | 71.99 | — | 4.41 | 17.91 | |
| SS-NetLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 83.33 | 71.79 | — | 4.33 | 15.7 | |
| MC-Net+Labeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 83.23 | 71.7 | — | 3.43 | 14.92 | |
| DAP2023.07 | 81.89 | 71.23 | 15.81 | 3.8 | — | |
| UNet++2023.07 | 81.33 | 70.87 | 14.79 | 4.62 | — | |
| MC-NetLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 80.92 | 68.9 | — | 2.76 | 17.25 | |
| URPCLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 80.75 | 68.54 | — | 4.98 | 19.81 | |
| DTCLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 80.14 | 67.88 | — | 7.18 | 24.08 | |
| V-NetLabeled Scans=8 (10%), Unlabeled Scans=02024.05 | 79.99 | 68.12 | — | 5.48 | 21.11 | |
| V-NetLabeled scans=8 (10%), Unlabeled scans=02026.01 | 79.99 | 68.12 | — | 5.48 | 21.11 | |
| SASSNetLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 79.61 | 67 | — | 7.2 | 25.54 | |
| UA-MTLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2024.05 | 78.07 | 65.03 | — | 8.63 | 29.17 | |
| V-NetLabeled Scans=4 (5%), Unlabeled Scans=02024.05 | 43.32 | 31.43 | — | 12.13 | 40.19 |