Enhancing Tumor Segmentation on Pretreat-MetsToBrain-Masks (test)
0.6495Dice ScoremmFormer (Region-wise Curriculum Learning Strategy)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Missing 1 modality, Missing Modality=T1ce, Training Epochs=10002026.01 | 0.6495 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 2 modalities, Active Modalities=T1, FLAIR, Training Epochs=10002026.01 | 0.643 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Full modality, Active Modalities=T1, T2, T1ce, FLAIR, Training Epochs=10002026.01 | 0.643 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Missing 1 modality, Missing Modality=T2, Training Epochs=10002026.01 | 0.6389 | — | |
| mmFormerScenario=Missing 1 modality, Missing Modality=T2, Training Epochs=10002026.01 | 0.5965 | — | |
| mmFormerScenario=Remain 2 modalities, Active Modalities=T1, FLAIR, Training Epochs=10002026.01 | 0.5895 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Missing 1 modality, Missing Modality=FLAIR, Training Epochs=10002026.01 | 0.5861 | — | |
| mmFormerScenario=Full modality, Active Modalities=T1, T2, T1ce, FLAIR, Training Epochs=10002026.01 | 0.5818 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 2 modalities, Active Modalities=T1, T1ce, Training Epochs=10002026.01 | 0.5735 | — | |
| mmFormerScenario=Missing 1 modality, Missing Modality=T1ce, Training Epochs=10002026.01 | 0.5719 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Missing 1 modality, Missing Modality=T1, Training Epochs=10002026.01 | 0.5718 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 2 modalities, Active Modalities=T2, FLAIR, Training Epochs=10002026.01 | 0.566 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 2 modalities, Active Modalities=T1ce, FLAIR, Training Epochs=10002026.01 | 0.5648 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 2 modalities, Active Modalities=T1, T2, Training Epochs=10002026.01 | 0.5566 | — | |
| mmFormerScenario=Missing 1 modality, Missing Modality=FLAIR, Training Epochs=10002026.01 | 0.5451 | — | |
| mmFormerScenario=Remain 2 modalities, Active Modalities=T1ce, FLAIR, Training Epochs=10002026.01 | 0.5309 | — | |
| mmFormerScenario=Remain 2 modalities, Active Modalities=T1, T1ce, Training Epochs=10002026.01 | 0.529 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 1 modality, Active Modalities=FLAIR, Training Epochs=10002026.01 | 0.5278 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 1 modality, Active Modalities=T1, Training Epochs=10002026.01 | 0.5258 | — | |
| mmFormerScenario=Missing 1 modality, Missing Modality=T1, Training Epochs=10002026.01 | 0.5247 | — | |
| mmFormerScenario=Remain 2 modalities, Active Modalities=T2, FLAIR, Training Epochs=10002026.01 | 0.5242 | — | |
| mmFormerScenario=Remain 1 modality, Active Modalities=FLAIR, Training Epochs=10002026.01 | 0.5168 | — | |
| mmFormerScenario=Remain 1 modality, Active Modalities=T1, Training Epochs=10002026.01 | 0.4882 | — | |
| mmFormerScenario=Remain 2 modalities, Active Modalities=T1, T2, Training Epochs=10002026.01 | 0.487 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 2 modalities, Active Modalities=T2, T1ce, Training Epochs=10002026.01 | 0.4778 | — | |
| mmFormerScenario=Remain 2 modalities, Active Modalities=T2, T1ce, Training Epochs=10002026.01 | 0.4601 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 1 modality, Active Modalities=T1ce, Training Epochs=10002026.01 | 0.4599 | — | |
| mmFormerScenario=Remain 1 modality, Active Modalities=T1ce, Training Epochs=10002026.01 | 0.4586 | — | |
| mmFormerScenario=Remain 1 modality, Active Modalities=T2, Training Epochs=10002026.01 | 0.3796 | — | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Remain 1 modality, Active Modalities=T2, Training Epochs=10002026.01 | 0.3796 | — | |
| mmFormerScenario=Average Across Scenarios, Training Epochs=10002026.01 | — | 51.88 | |
| mmFormer (Region-wise Curriculum Learning Strategy)Scenario=Average Across Scenarios, Training Epochs=10002026.01 | — | 55.76 |