Medical Image Segmentation on LA Atrial Segmentation Challenge 2018 (evaluation)
91.76DiceFully Sup.
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Fully Sup.Labeled %=100%2025.04 | 91.76 | 84.77 | — | — | |
| V-NetLabeled Scans=80 (All), Unlabeled Scans=02023.05 | 91.47 | 84.36 | 1.51 | 5.48 | |
| V-NetLabeled scans=80, Unlabeled scans=0, Backbone=V-Net2021.05 | 91.14 | 83.82 | 1.52 | 5.75 | |
| BCSILabeled Data Ratio=10%, Labeled Samples=82026.01 | 91.07 | 83.67 | 1.53 | 5.57 | |
| UAMTLabeled %=20%2025.04 | 90.91 | 83.34 | — | — | |
| CCTLabeled %=20%2025.04 | 90.74 | 83.05 | — | — | |
| SuperDiffusionLabeled %=20%2025.04 | 90.61 | 82.83 | — | — | |
| CVRLLabeled scans=16, Unlabeled scans=64, Backbone=V-Net2021.05 | 90.45 | 83.02 | 1.81 | 6.56 | |
| CPSLabeled %=20%2025.04 | 90.41 | 82.51 | — | — | |
| UnCoLabeled Data Ratio=10%, Labeled Samples=82026.01 | 90.37 | 82.54 | 1.74 | 6.11 | |
| Reciprocal LearningLabeled scans=16, Unlabeled scans=642022.06 | 90.1 | 82 | 2.13 | 6.7 | |
| Chaitanya et al.Labeled scans=16, Unlabeled scans=64, Backbone=V-Net2021.05 | 89.94 | 81.82 | 2.66 | 7.23 | |
| MLRPLabeled Data Ratio=10%, Labeled Samples=82026.01 | 89.86 | 81.68 | 1.85 | 6.91 | |
| 3D Graph-S2 NetLabeled scans=16, Unlabeled scans=642022.06 | 89.8 | 81.7 | 2.12 | 6.68 | |
| Double-UALabeled scans=16, Unlabeled scans=64, 3D-UNet with MC dropout=false2022.06 | 89.7 | 81.4 | 2.03 | 7.04 | |
| SuperDiffusionLabeled %=10%2025.04 | 89.7 | 81.32 | — | — | |
| BCPLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2023.05 | 89.62 | 81.31 | 1.76 | 6.81 | |
| BCPLabeled Data Ratio=10%, Labeled Samples=82026.01 | 89.62 | 81.31 | 1.76 | 6.81 | |
| LG-ER-MTLabeled scans=16, Unlabeled scans=642022.06 | 89.6 | 81.3 | 2.06 | 7.16 | |
| CPSLabeled %=10%2025.04 | 89.57 | 81.12 | — | — | |
| LG-ER-MTLabeled scans=16, Unlabeled scans=64, Backbone=V-Net2021.05 | 89.56 | 81.22 | 2.06 | 7.29 | |
| EMLabeled %=20%2025.04 | 89.51 | 81.01 | — | — | |
| SASSNetLabeled scans=16, Unlabeled scans=642022.06 | 89.5 | 81.2 | 2.2 | 8.24 | |
| DTCLabeled %=20%2025.04 | 89.46 | 80.93 | — | — | |
| SKCDFLabeled Data Ratio=10%, Labeled Samples=82026.01 | 89.42 | 80.46 | 2.38 | 8.18 | |
| DTCLabeled scans=16, Unlabeled scans=642022.06 | 89.4 | 81 | 2.1 | 7.32 | |
| Double-UALabeled scans=16, Unlabeled scans=64, 3D-UNet with MC dropout=true2022.06 | 89.4 | 80.9 | 2.28 | 6.16 | |
| GBDLLabeled scans=16, Unlabeled scans=642022.06 | 89.4 | 82.2 | 1.48 | 4.03 | |
| Tripled-UALabeled scans=16, Unlabeled scans=64, 3D-UNet with MC dropout=false2022.06 | 89.3 | 81 | 2.21 | 7.42 | |
| SASSNetLabeled scans=16, Unlabeled scans=64, Backbone=V-Net2021.05 | 89.27 | 80.82 | 3.13 | 8.83 | |
| URPCLabeled %=20%2025.04 | 89.12 | 80.38 | — | — | |
| UA-MTLabeled scans=16, Unlabeled scans=64, 3D-UNet with MC dropout=true2022.06 | 89.1 | 79.3 | 2.39 | 6.44 | |
| UAMTLabeled %=10%2025.04 | 88.95 | 80.09 | — | — | |
| UA-MTLabeled scans=16, Unlabeled scans=64, 3D-UNet with MC dropout=false2022.06 | 88.9 | 80.2 | 2.26 | 7.32 | |
| Tripled-UALabeled scans=16, Unlabeled scans=64, 3D-UNet with MC dropout=true2022.06 | 88.9 | 80.9 | 2.48 | 6.88 | |
| MC-Net+Labeled Data Ratio=10%, Labeled Samples=82026.01 | 88.89 | 80.15 | 1.9 | 8.01 | |
| UA-MTLabeled scans=16, Unlabeled scans=64, Backbone=V-Net2021.05 | 88.88 | 80.21 | 2.26 | 7.32 | |
| CoraNetLabeled scans=16, Unlabeled scans=64, 3D-UNet with MC dropout=false2022.06 | 88.7 | 81.1 | 2.45 | 7.55 | |
| CVRLLabeled scans=8, Unlabeled scans=72, Backbone=V-Net2021.05 | 88.56 | 78.89 | 2.81 | 8.22 | |
| SS-NetLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2023.05 | 88.55 | 79.62 | 1.9 | 7.49 | |
| GBDLLabeled scans=8, Unlabeled scans=722022.06 | 88.4 | 79.2 | 1.6 | 5.89 | |
| CoraNetLabeled scans=16, Unlabeled scans=64, 3D-UNet with MC dropout=true2022.06 | 88.3 | 80.5 | 2.67 | 6.73 | |
| CCTLabeled %=10%2025.04 | 88.11 | 78.75 | — | — | |
| BCPLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2023.05 | 88.02 | 78.72 | 2.15 | 7.9 | |
| SuperDiffusionLabeled %=5%2025.04 | 87.95 | 78.5 | — | — | |
| 3D Graph-S2 NetLabeled scans=8, Unlabeled scans=722022.06 | 87.9 | 78.9 | 2.32 | 8.99 | |
| DAPLabeled scans=16, Unlabeled scans=64, Backbone=V-Net2021.05 | 87.89 | 78.72 | 2.74 | 9.29 | |
| UA-MTLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2023.05 | 87.79 | 78.39 | 2.12 | 8.68 | |
| UAMTLabeled Data Ratio=10%, Labeled Samples=82026.01 | 87.79 | 78.39 | 2.12 | 8.68 | |
| MC-NetLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2023.05 | 87.62 | 78.25 | 1.82 | 10.03 | |
| MC-NetLabeled Data Ratio=10%, Labeled Samples=82026.01 | 87.62 | 78.25 | 1.82 | 10.03 | |
| SASSNetLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2023.05 | 87.54 | 78.05 | 2.59 | 9.84 | |
| DANLabeled scans=16, Unlabeled scans=64, Backbone=V-Net2021.05 | 87.52 | 78.29 | 2.42 | 9.01 | |
| DTCLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2023.05 | 87.51 | 78.17 | 2.36 | 8.23 | |
| DTCLabeled Data Ratio=10%, Labeled Samples=82026.01 | 87.51 | 78.17 | 2.36 | 8.23 | |
| DTCLabeled scans=8, Unlabeled scans=722022.06 | 87.5 | 78.2 | 2.36 | 8.23 | |
| CPSLabeled %=5%2025.04 | 87.31 | 77.48 | — | — | |
| SASSNetLabeled scans=8, Unlabeled scans=722022.06 | 87.3 | 77.7 | 2.55 | 9.62 | |
| MCFLabeled Data Ratio=10%, Labeled Samples=82026.01 | 87.06 | 77.83 | 2.67 | 7.81 | |
| URPCLabeled Scans=8 (10%), Unlabeled Scans=72 (90%)2023.05 | 86.92 | 77.03 | 2.28 | 11.13 | |
| URPCLabeled Data Ratio=10%, Labeled Samples=82026.01 | 86.92 | 77.03 | 2.28 | 11.13 | |
| URPCLabeled %=10%2025.04 | 86.84 | 76.75 | — | — | |
| SASSNetLabeled scans=8, Unlabeled scans=72, Backbone=V-Net2021.05 | 86.81 | 76.92 | 3.94 | 12.54 | |
| Tripled-UALabeled scans=8, Unlabeled scans=72, 3D-UNet with MC dropout=false2022.06 | 86.8 | 76.8 | 2.98 | 10.42 | |
| Tripled-UALabeled scans=8, Unlabeled scans=72, 3D-UNet with MC dropout=true2022.06 | 86.8 | 76 | 3.31 | 9.73 | |
| CoraNetLabeled scans=8, Unlabeled scans=72, 3D-UNet with MC dropout=false2022.06 | 86.6 | 78.1 | 2.4 | 12.11 | |
| DTCLabeled %=10%2025.04 | 86.43 | 76.13 | — | — | |
| Double-UALabeled scans=8, Unlabeled scans=72, 3D-UNet with MC dropout=true2022.06 | 86.4 | 76.7 | 3.02 | 10.99 | |
| SS-NetLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2023.05 | 86.33 | 76.15 | 2.31 | 9.97 | |
| Reciprocal LearningLabeled scans=8, Unlabeled scans=722022.06 | 86.2 | 76 | 2.66 | 11.23 | |
| CoraNetLabeled scans=8, Unlabeled scans=72, 3D-UNet with MC dropout=true2022.06 | 86.1 | 77 | 2.46 | 11.32 | |
| V-NetLabeled scans=16, Unlabeled scans=0, Backbone=V-Net2021.05 | 86.03 | 76.06 | 3.51 | 14.26 | |
| Double-UALabeled scans=8, Unlabeled scans=72, 3D-UNet with MC dropout=false2022.06 | 85.9 | 75.8 | 3.31 | 12.67 | |
| LG-ER-MTLabeled scans=8, Unlabeled scans=722022.06 | 85.5 | 75.1 | 3.77 | 13.29 | |
| LG-ER-MTLabeled scans=8, Unlabeled scans=72, Backbone=V-Net2021.05 | 85.43 | 74.95 | 3.75 | 15.01 | |
| EMLabeled %=10%2025.04 | 85.33 | 74.41 | — | — | |
| Chaitanya et al.Labeled scans=8, Unlabeled scans=72, Backbone=V-Net2021.05 | 84.95 | 74.77 | 3.7 | 10.68 | |
| UA-MTLabeled scans=8, Unlabeled scans=72, 3D-UNet with MC dropout=true2022.06 | 84.7 | 74.4 | 3.2 | 12.32 | |
| CCTLabeled %=5%2025.04 | 84.7 | 73.47 | — | — | |
| UA-MTLabeled scans=8, Unlabeled scans=72, 3D-UNet with MC dropout=false2022.06 | 84.3 | 73.5 | 3.36 | 13.83 | |
| UA-MTLabeled scans=8, Unlabeled scans=72, Backbone=V-Net2021.05 | 84.25 | 73.48 | 3.36 | — | |
| UAMTLabeled %=5%2025.04 | 84.22 | 72.8 | — | — | |
| CPSLabeled %=2%2025.04 | 83.65 | 71.91 | — | — | |
| MC-NetLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2023.05 | 83.59 | 72.36 | 2.7 | 14.07 | |
| DTCLabeled %=5%2025.04 | 83.28 | 71.43 | — | — | |
| URPCLabeled %=5%2025.04 | 83.26 | 73.09 | — | — | |
| SuperDiffusionLabeled %=2%2025.04 | 82.78 | 70.63 | — | — | |
| V-NetLabeled Scans=8 (10%), Unlabeled Scans=02023.05 | 82.74 | 71.72 | 3.26 | 13.35 | |
| VNet (SupOnly)Labeled Data Ratio=10%, Labeled Samples=82026.01 | 82.74 | 71.72 | 3.26 | 13.35 | |
| BS-NetLabeled Data Ratio=10%, Labeled Samples=82026.01 | 82.53 | 71.27 | 3.3 | 12.48 | |
| URPCLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2023.05 | 82.48 | 71.35 | 3.65 | 14.65 | |
| UA-MTLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2023.05 | 82.26 | 70.98 | 3.82 | 13.71 | |
| DAPLabeled scans=8, Unlabeled scans=72, Backbone=V-Net2021.05 | 81.89 | 71.23 | 3.8 | 15.81 | |
| SASSNetLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2023.05 | 81.6 | 69.63 | 3.58 | 16.16 | |
| DTCLabeled Scans=4 (5%), Unlabeled Scans=76 (95%)2023.05 | 81.25 | 69.33 | 3.99 | 14.9 | |
| DANLabeled scans=8, Unlabeled scans=72, Backbone=V-Net2021.05 | 80.87 | 70.65 | 3.72 | 15.96 | |
| EMLabeled %=5%2025.04 | 80.8 | 67.84 | — | — | |
| V-NetLabeled scans=8, Unlabeled scans=0, Backbone=V-Net2021.05 | 79.99 | 68.12 | 5.48 | 21.11 | |
| URPCLabeled %=2%2025.04 | 77.53 | 63.37 | — | — | |
| DTCLabeled %=2%2025.04 | 76.87 | 62.51 | — | — |