Segmentation on BraTS 2021
93.7Dice (ET)Fuse4Seg
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Fuse4SegSegmentation Category=Proposed Method, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 93.7 | — | — | — | — | 88.4 | 80.7 | 90.8 | 83.3 | 88.4 | 91 | 84.1 | |
| VM-UNetSegmentation Category=Direct Multi-Channel Segmentation, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 92.8 | — | — | — | — | 87.5 | 79.8 | 91.2 | 82.6 | 87 | 90.5 | 83.1 | |
| nnU-NetSegmentation Category=Direct Multi-Channel Segmentation, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 91.2 | — | — | — | — | 81 | 72.4 | 89.5 | 75 | 82.4 | 87.2 | 76.6 | |
| CENet (2025)Segmentation Category=Direct Multi-Channel Segmentation, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 91.2 | — | — | — | — | 83.5 | 74 | 89.9 | 75.9 | 83.2 | 88.2 | 77.7 | |
| transU-NetSegmentation Category=Direct Multi-Channel Segmentation, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 90.5 | — | — | — | — | 82 | 73 | 88 | 74.5 | 82 | 86.8 | 76.5 | |
| ReFRM3D2025.12 | 90.3 | 93.7 | 92.1 | — | — | — | — | — | — | — | — | — | |
| SEMIR2026.05 | 89.4 | 92 | 94.1 | — | — | — | — | — | — | — | — | — | |
| GTMambaArchitecture Category=Transformer / State-Space2026.05 | 88.4 | 94.3 | 94 | — | — | — | — | — | — | — | — | — | |
| Li and Guo2025.12 | 87.1 | 91.1 | 94.1 | — | — | — | — | — | — | — | — | — | |
| MS3D-CNNArchitecture Category=Transformer / State-Space2026.05 | 85.7 | 92.8 | 91.2 | — | — | — | — | — | — | — | — | — | |
| FusionMamba + SegSegmentation Category=Disjoint Fusion-Segmentation Pipelines, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 85 | — | — | — | — | 80.2 | 71 | 83.5 | 71.5 | 76 | 82.9 | 72.8 | |
| Ext. nnUNet2026.05 | 84.5 | 92.7 | 87.8 | — | — | — | — | — | — | — | — | — | |
| CDDFuse + SegSegmentation Category=Disjoint Fusion-Segmentation Pipelines, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 84 | — | — | — | — | 79.5 | 70 | 82.5 | 70.5 | 75 | 82 | 71.8 | |
| LATUP-Net2026.05 | 83.9 | 90.2 | 89.5 | — | — | — | — | — | — | — | — | — | |
| TFS-Diff + SegSegmentation Category=Disjoint Fusion-Segmentation Pipelines, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 83.5 | — | — | — | — | 78.5 | 69.5 | 81.5 | 70 | 74.5 | 81.1 | 71.3 | |
| PAU-Net2026.05 | 83.5 | 91.5 | 87.9 | — | — | — | — | — | — | — | — | — | |
| MATR + SegSegmentation Category=Disjoint Fusion-Segmentation Pipelines, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 82 | — | — | — | — | 78 | 68.5 | 80.5 | 69 | 73 | 80.1 | 70.1 | |
| BSAFusion + SegSegmentation Category=Disjoint Fusion-Segmentation Pipelines, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 81 | — | — | — | — | 77.5 | 67.5 | 79.5 | 68.5 | 72 | 79.3 | 69.3 | |
| DDFM + SegSegmentation Category=Disjoint Fusion-Segmentation Pipelines, Modalities=T1ce, FLAIR, Input dimension=2D2024.09 | 80 | — | — | — | — | 76.5 | 66.5 | 78.5 | 67.5 | 71 | 78.3 | 68.3 | |
| 3DCATBraTS2026.05 | 79.2 | 85.1 | 78.4 | — | — | — | — | — | — | — | — | — | |
| E-CATBraTS2026.05 | 78.1 | 80.2 | 72.6 | — | — | — | — | — | — | — | — | — | |
| Domadia et al.2025.12 | 75.8 | 81.2 | 90.2 | — | — | — | — | — | — | — | — | — | |
| Swin UNETR2026.05 | 74.8 | 82.3 | 68.2 | — | — | — | — | — | — | — | — | — | |
| LLaBITModel Stage=Stage II2026.04 | 74.7 | 77 | 60.3 | — | — | — | — | — | — | — | 70.6 | — | |
| SegFormerArchitecture Category=Transformer / State-Space2026.05 | 74.2 | 89.9 | 82.2 | — | — | — | — | — | — | — | — | — | |
| M3DTraining Status=Fine-tuned2026.04 | 45 | 60.8 | 34.2 | — | — | — | — | — | — | — | 46.6 | — | |
| LLaBITModel Stage=Stage I2026.04 | 44.5 | 65.3 | 38.9 | — | — | — | — | — | — | — | 49.5 | — | |
| M3DTraining Status=Pretrained2026.04 | 2.4 | 2.5 | 1 | — | — | — | — | — | — | — | 1.9 | — | |
| EM-DenoiSeg2026.01 | — | — | — | 39.45 | 39.45 | — | — | — | — | — | — | — | |
| IMIS2026.01 | — | — | — | 50.35 | 41.47 | — | — | — | — | — | — | — | |
| Med-SAM2026.01 | — | — | — | 50.43 | 39.98 | — | — | — | — | — | — | — | |
| PSO-UNetArchitecture Category=Transformer / State-Space2026.05 | — | 95.8 | — | — | — | — | — | — | — | — | — | — | |
| SAM2026.01 | — | — | — | 53.43 | 48.1 | — | — | — | — | — | — | — | |
| SAM32026.01 | — | — | — | 50.15 | 42.87 | — | — | — | — | — | — | — | |
| Sun et al.2025.12 | — | 88.4 | 88.9 | — | — | — | — | — | — | — | — | — | |
| VL-DUN2026.01 | — | — | — | 46.8 | 40.47 | — | — | — | — | — | — | — |