Whole Tumor Segmentation on MetsToBrain-Masks (Pretreatment)
25.12HD95AdaMM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AdaMMModality Setting=Average (15 combinations)2025.09 | 25.12 | 25.12 | 8.13 | |
| SMUNetModality Setting=Average (15 combinations)2025.09 | 28.73 | 28.73 | 6.41 | |
| RFNetModality Setting=Average (15 combinations)2025.09 | 30.31 | 30.31 | 4.62 | |
| LCKDModality Setting=Average (15 combinations)2025.09 | 30.36 | 30.36 | 4.18 | |
| RA-HVEDModality Setting=Average (15 combinations)2025.09 | 30.49 | 30.49 | 9.07 | |
| ACNModality Setting=Average (15 combinations)2025.09 | 30.53 | 30.53 | 7.4 | |
| MriSegModality Setting=Average (15 combinations)2025.09 | 30.87 | 30.87 | 8.17 | |
| AdaMM (w/o LGRM)Ablation=without Lesion-Presence-Guided Reliability Module2025.09 | 32.49 | 32.49 | 10.45 | |
| AdaMM (w/o GARM)Ablation=without Graph-guided Adaptive Refinement Module2025.09 | 33.64 | 33.64 | 17.32 | |
| MMCformerModality Setting=Average (15 combinations)2025.09 | 34.12 | 34.12 | 6.64 | |
| AdaMM (w/o BBDM)Ablation=without Bi-Bottleneck Distillation Module2025.09 | 38.44 | 38.44 | 12.95 | |
| SRMNetModality Setting=Average (15 combinations)2025.09 | 47.03 | 47.03 | 31.38 | |
| mmFormerModality Setting=Average (15 combinations)2025.09 | 49.91 | 49.91 | 32.34 | |
| RMBTSModality Setting=Average (15 combinations)2025.09 | 53.4 | 53.4 | 2.07 | |
| M2FTransModality Setting=Average (15 combinations)2025.09 | 54.42 | 54.42 | 32.19 | |
| XLSTM-HVEDModality Setting=Average (15 combinations)2025.09 | 56.01 | 56.01 | 15.43 | |
| MSTKDNetModality Setting=Average (15 combinations)2025.09 | 56.69 | 56.69 | 16.6 | |
| ShaSpecModality Setting=Average (15 combinations)2025.09 | 57.92 | 57.92 | 25.54 | |
| MouseGAN++Modality Setting=Average (15 combinations)2025.09 | 64.38 | 64.38 | 3.41 | |
| Hyper-GAEModality Setting=Average (15 combinations)2025.09 | 65.64 | 65.64 | 12.34 |