Medical Image Segmentation on Cardiac, Fundus, and Prostate C → F → P
89.34DSC CardiacJoint Train
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Joint TrainLearning Protocol=Baseline2024.06 | 89.34 | 89.79 | 90.81 | 89.98 | 5.1 | 3.36 | 2.02 | 3.49 | |
| CGR (ours)Learning Protocol=TIL2024.06 | 87.48 | 87.99 | 90.68 | 88.71 | 5.83 | 2.93 | 3.86 | 4.2 | |
| CGR (-TOA)Learning Protocol=TIL2024.06 | 86.77 | 86.78 | 90.47 | 88.01 | 6.62 | 3.26 | 4.46 | 4.78 | |
| CGR (-BJD)Learning Protocol=TIL2024.06 | 86.12 | 84.39 | 90.28 | 86.93 | 7.16 | 2.74 | 4.6 | 4.83 | |
| HSILearning Protocol=CIL2024.06 | 85.43 | 86.02 | 89.78 | 87.07 | 10.82 | 2.77 | 6.38 | 6.65 | |
| GARLearning Protocol=DIL2024.06 | 85.4 | 81.96 | 88.2 | 85.18 | 11.76 | 2.93 | 6.44 | 7.04 | |
| MEILLearning Protocol=CIL2024.06 | 46.76 | 82.37 | 88.08 | 72.4 | 12.3 | 5.84 | 12.94 | 10.36 | |
| LwFLearning Protocol=DIL2024.06 | 39.84 | 74.05 | 81.96 | 65.28 | 9.44 | 6.49 | 9.63 | 8.52 | |
| EWCLearning Protocol=DIL2024.06 | 22.47 | 72.39 | 90.3 | 61.72 | 15.31 | 60.36 | 2.02 | 25.88 | |
| PLOPLearning Protocol=CIL2024.06 | 21.84 | 49.41 | 73.37 | 48.2 | 15.93 | 13.21 | 20.56 | 16.56 | |
| FineTuneLearning Protocol=Baseline2024.06 | 0.03 | 0.02 | 91.06 | 30.37 | — | 2.69 | — | 0 |