Whole Tumor Segmentation on BraTS 2018 (test)
90.84DSC AverageLCKD
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LCKDmodalities=Fl, T1, T1c, T22023.10 | 90.84 | — | — | — | — | — | — | — | — | |
| LCKDmodalities=T1c2023.10 | 89.45 | — | — | — | — | — | — | — | — | |
| AdaMM2025.09 | 86.94 | — | — | — | — | — | — | — | 4.3 | |
| AdaMMLGRM=false2025.09 | 86.37 | — | — | — | — | — | — | — | 3.73 | |
| M2FTrans2025.09 | 85.04 | — | — | — | — | — | — | — | 5.11 | |
| SMUNet2025.09 | 84.96 | — | — | — | — | — | — | — | 5.32 | |
| HMISmodalities=Fl, T1, T1c, T22023.10 | 84.74 | — | — | — | — | — | — | — | — | |
| AdaMMBBDM=false2025.09 | 84.28 | — | — | — | — | — | — | — | 5.19 | |
| mmFormer2025.09 | 84.19 | — | — | — | — | — | — | — | 6.05 | |
| RA-HVED2025.09 | 84.05 | — | — | — | — | — | — | — | 5.73 | |
| ACN2025.09 | 83.92 | — | — | — | — | — | — | — | 5.61 | |
| AdaMMGARM=false2025.09 | 83.82 | — | — | — | — | — | — | — | 5.15 | |
| MMCformer2025.09 | 82.79 | — | — | — | — | — | — | — | 5.83 | |
| MSTKDNet2025.09 | 79.86 | — | — | — | — | — | — | — | 4.35 | |
| MriSeg2025.09 | 79.65 | — | — | — | — | — | — | — | 10.63 | |
| LCKD2025.09 | 77.23 | — | — | — | — | — | — | — | 3.35 | |
| Joint TrainingTask=Supervised, Backbone=Deeplab-ResNet502022.06 | 77.1 | 73.2 | 85.6 | 72.6 | 9.5 | 4.6 | 9.2 | 7.7 | — | |
| RMBTS2025.09 | 76.47 | — | — | — | — | — | — | — | 6.02 | |
| SRMNet2025.09 | 76.31 | — | — | — | — | — | — | — | 4.07 | |
| ACTTask=SSAD:5, Backbone=Deeplab-ResNet502022.06 | 75.7 | 71.3 | 85 | 70.8 | 10 | 5.2 | 9.8 | 8.3 | — | |
| XLSTM-HVED2025.09 | 75.15 | — | — | — | — | — | — | — | 8.6 | |
| ACT-EMDTask=SSAD:5, Backbone=Deeplab-ResNet502022.06 | 74.8 | 70.3 | 84.4 | 69.8 | 10.4 | 5.7 | 10.2 | 8.8 | — | |
| ACTTask=SSAD:1, Backbone=Deeplab-ResNet502022.06 | 74.6 | 69.7 | 84.5 | 69.7 | 10.5 | 5.8 | 10 | 8.8 | — | |
| Hyper-GAE2025.09 | 73.94 | — | — | — | — | — | — | — | 5.3 | |
| MouseGAN++2025.09 | 73.92 | — | — | — | — | — | — | — | 7.13 | |
| ACT-EMDTask=SSAD:1, Backbone=Deeplab-ResNet502022.06 | 73.4 | 67.4 | 83.9 | 69 | 10.9 | 6.4 | 10.3 | 9.2 | — | |
| ShaSpec2025.09 | 72.36 | — | — | — | — | — | — | — | 13.7 | |
| DLDTask=SSAD:1, Backbone=Deeplab-ResNet502022.06 | 71.3 | 65.8 | 81.5 | 66.5 | 12 | 7.1 | 10.3 | 9.8 | — | |
| SLATask=SSAD:1, Backbone=Deeplab-ResNet502022.06 | 71 | 64.7 | 82.3 | 66.1 | 12.2 | 7.1 | 10.5 | 9.9 | — | |
| RFNet2025.09 | 69.83 | — | — | — | — | — | — | — | 6.69 | |
| SSCATask=UDA, Backbone=Deeplab-ResNet502022.06 | 68.6 | 59.3 | 82.9 | 63.5 | 12.5 | 7.9 | 11.2 | 11.5 | — | |
| DSATask=UDA, Backbone=Deeplab-ResNet502022.06 | 67.2 | 57.7 | 81.8 | 62 | 14.2 | 8.6 | 13.7 | 12.2 | — | |
| DSFNTask=UDA, Backbone=Deeplab-ResNet502022.06 | 66.1 | 57.3 | 78.9 | 62.2 | 17.5 | 13.8 | 15.5 | 15.6 | — | |
| SIFATask=UDA, Backbone=Deeplab-ResNet502022.06 | 59.3 | 51.7 | 68 | 58.2 | 19.6 | 16.9 | 15 | 17.1 | — | |
| HMISmodalities=T1c2023.10 | 52.48 | — | — | — | — | — | — | — | — | |
| Target OnlyTask=SSL:5, Backbone=Deeplab-ResNet502022.06 | 48.6 | 43.8 | 54.6 | 47.5 | 31.9 | 29.6 | 35.4 | 32.3 | — | |
| Source OnlyTask=No DA, Backbone=Deeplab-ResNet502022.06 | 27.7 | 4.2 | 65.2 | 6.3 | 55.7 | 28 | 49.8 | 39.6 | — |