Brain Tumor Segmentation on MSD Brain Tumour (test)
90.63DSC (ET)PGR-Net
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| PGR-Net2026.03 | 90.63 | — | — | 1.3144 | 89.67 | 0.7571 | 0.9089 | 89.27 | — | — | |
| SLf-UNetYear=20242026.03 | 90.46 | — | — | 1.3954 | 88.2 | 0.7649 | 0.9533 | 88.61 | — | — | |
| nnUNetYear=20212026.03 | 90.41 | — | — | 1.342 | 89.33 | 0.7849 | 0.925 | 88.79 | — | — | |
| UKANYear=20242026.03 | 90.35 | — | — | 1.341 | 87.81 | 0.788 | 0.9355 | 88.1 | — | — | |
| UNetYear=20152026.03 | 90.33 | — | — | 1.38 | 88.15 | 0.7861 | 0.9356 | 88.56 | — | — | |
| Mamba SeaYear=20252026.03 | 90.28 | — | — | 1.3398 | 89.15 | 0.7735 | 0.9352 | 88.4 | — | — | |
| M-NetYear=20252026.03 | 90.26 | — | — | 1.3359 | 89.04 | 0.7701 | 0.9256 | 88.55 | — | — | |
| Cascaded UNetYear=20192026.03 | 90.24 | — | — | 1.351 | 89.06 | 0.7648 | 0.9268 | 88.29 | — | — | |
| H-VMUNetYear=20252026.03 | 90.14 | — | — | 1.3341 | 89.12 | 0.7789 | 0.9244 | 88.59 | — | — | |
| Swin UNETRYear=20222026.03 | 89.97 | — | — | 1.3571 | 89.2 | 0.7989 | 0.9372 | 88.51 | — | — | |
| Mamba-UNetYear=20242026.03 | 89.9 | — | — | 1.3459 | 88.75 | 0.7879 | 0.928 | 88.38 | — | — | |
| VM-UNetYear=20242026.03 | 89.76 | — | — | 1.3393 | 89.05 | 0.7912 | 0.925 | 88.43 | — | — | |
| TransUNetYear=20212026.03 | 89.52 | — | — | 1.3936 | 87.26 | 0.8073 | 0.9349 | 88.58 | — | — | |
| UNETRYear=20222026.03 | 88.52 | — | — | 1.448 | 85.92 | 0.831 | 1.0447 | 85.82 | — | — | |
| MedSAMYear=20242026.03 | 86.72 | — | — | 1.5697 | 84.2 | 0.9206 | 1.0025 | 86.11 | — | — | |
| nnFormer2021.09 | 81.8 | 4.05 | 86.4 | 3.8 | 91.3 | 3.87 | 4.49 | 86 | — | — | |
| FEFormerInput Patch Size=96 x 96 x 962026.05 | 80.3 | 5.01 | 74.97 | — | — | — | — | — | 81.72 | 62.89 | |
| VSmTransInput Patch Size=96 x 96 x 962026.05 | 79.18 | 5.31 | 73.87 | — | — | — | — | — | 80.69 | 61.8 | |
| Swin UNETRInput Patch Size=96 x 96 x 962026.05 | 79.12 | 5.37 | 73.76 | — | — | — | — | — | 80.58 | 61.66 | |
| nnFormerInput Patch Size=96 x 96 x 962026.05 | 79.03 | 5.42 | 73.62 | — | — | — | — | — | 80.47 | 61.36 | |
| TransBTSInput Patch Size=96 x 96 x 962026.05 | 78.91 | 5.63 | 73.75 | — | — | — | — | — | 80.78 | 61.64 | |
| Att U-NetInput Patch Size=96 x 96 x 962026.05 | 78.83 | 5.62 | 73.53 | — | — | — | — | — | 80.45 | 61.37 | |
| MedNeXtInput Patch Size=96 x 96 x 962026.05 | 78.81 | 5.5 | 73.75 | — | — | — | — | — | 80.72 | 61.77 | |
| nnU-NetInput Patch Size=96 x 96 x 962026.05 | 78.78 | 5.7 | 73.47 | — | — | — | — | — | 80.35 | 61.35 | |
| TransHRNetInput Patch Size=96 x 96 x 962026.05 | 78.58 | 5.32 | 73.71 | — | — | — | — | — | 80.7 | 61.86 | |
| MixUNETRInput Patch Size=96 x 96 x 962026.05 | 78.52 | 5.34 | 73.68 | — | — | — | — | — | 80.71 | 61.83 | |
| UNETRInput Patch Size=96 x 96 x 962026.05 | 78 | 5.85 | 72.59 | — | — | — | — | — | 79.83 | 60 | |
| V-NetInput Patch Size=96 x 96 x 962026.05 | 77.61 | 5.98 | 73.03 | — | — | — | — | — | 79.8 | 61.73 | |
| UX NetInput Patch Size=96 x 96 x 962026.05 | 60.11 | 11.07 | 58.23 | — | — | — | — | — | 68.79 | 45.81 | |
| UNETR2021.09 | 58.5 | 8.82 | 71.1 | 8.27 | 78.9 | 9.35 | 8.85 | 76.1 | — | — | |
| TransBTS2021.09 | 57.4 | 9.65 | 69.6 | 10.03 | 77.9 | 9.97 | 8.95 | 73.5 | — | — | |
| CoTrCNN encoder=true2021.09 | 55.7 | 9.7 | 68.3 | 9.2 | 74.6 | 9.45 | 10.45 | 74.8 | — | — | |
| SETR MLAvariant=Multi-Level Aggregation2021.09 | 55.4 | 13.49 | 63.9 | 15.503 | 69.8 | 10.24 | 14.72 | 66.5 | — | — | |
| SETR PUPvariant=Progressive Up-sampling2021.09 | 54.9 | 14.01 | 63.8 | 15.245 | 69.6 | 11.76 | 15.023 | 67 | — | — | |
| SETR NUPvariant=Naive Up-sampling2021.09 | 54.4 | 13.78 | 63.7 | 14.419 | 69.7 | 11.72 | 15.19 | 66.9 | — | — | |
| TransUNet2021.09 | 54.2 | 12.98 | 64.4 | 14.03 | 70.6 | 10.42 | 14.5 | 68.4 | — | — | |
| CoTrCNN encoder=false2021.09 | 52.3 | 11.22 | 64.4 | 11.49 | 71.2 | 9.59 | 12.58 | 69.8 | — | — | |
| SegFormerInput Patch Size=96 x 96 x 962026.05 | 37.73 | 14.42 | 44.77 | — | — | — | — | — | 63.06 | 33.41 |