Medical Image Segmentation on Prostate, Fundus, and Cardiac Order: P -> F -> C
90.81DSC (Prostate)Joint Train
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Joint TrainLearning Protocol=Baseline2024.06 | 90.81 | 89.79 | 89.34 | 89.98 | 2.02 | 3.36 | 5.1 | 3.49 | |
| CGR (ours)Learning Protocol=TIL2024.06 | 88 | 87.4 | 89.31 | 88.24 | 6.06 | 2.07 | 4.27 | 4.13 | |
| CGR (-TOA)Learning Protocol=TIL2024.06 | 85.89 | 89.31 | 86.76 | 87.32 | 7.16 | 2 | 4.63 | 4.59 | |
| CGR (-BJD)Learning Protocol=TIL2024.06 | 85.36 | 89.34 | 85.91 | 86.87 | 7.22 | 2.02 | 4.92 | 4.72 | |
| GARLearning Protocol=DIL2024.06 | 84.51 | 89.19 | 82.33 | 85.34 | 8.38 | 2.18 | 5.39 | 5.31 | |
| HSILearning Protocol=CIL2024.06 | 81.27 | 89.24 | 79.37 | 83.29 | 14.7 | 2.09 | 8.23 | 8.34 | |
| PLOPLearning Protocol=CIL2024.06 | 79.16 | 85.18 | 77.65 | 80.66 | 13.53 | 5.1 | 7.96 | 8.86 | |
| LwFLearning Protocol=DIL2024.06 | 77.89 | 86.94 | 61.39 | 75.4 | 12.5 | 3.89 | 9.45 | 8.61 | |
| EWCLearning Protocol=DIL2024.06 | 44.59 | 58.47 | 34.44 | 45.83 | 38.84 | 84.4 | 62.38 | 61.87 | |
| MEILLearning Protocol=CIL2024.06 | 41.42 | 86.54 | 44.16 | 57.37 | 73.17 | 3.98 | 33.83 | 36.99 | |
| FineTuneLearning Protocol=Baseline2024.06 | 0 | 89.6 | 29.87 | — | — | 2.11 | — | 62.38 |