Medical Image Segmentation on BraTS FLAIR
92DiceSAMRIbox
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SAMRIboxPrompting Strategy=box-only2025.10 | 92 | 8.68 | 1.47 | — | — | — | — | — | — | |
| MedSAM2025.10 | 91 | 7.62 | 1.3 | — | — | — | — | — | — | |
| SAMRIbpPrompting Strategy=box+point2025.10 | 91 | 9.06 | 1.56 | — | — | — | — | — | — | |
| SAM-ViTB2025.10 | 85 | 11.31 | 2.34 | — | — | — | — | — | — | |
| Fully supervisedTarget domain=Flair2025.09 | 0.6778 | 16.03 | — | 0.8733 | 0.6818 | 0.4781 | 6.12 | 17.78 | 24.19 | |
| Ours-PLTarget domain=Flair2025.09 | 0.5937 | 22.82 | — | 0.717 | 0.6542 | 0.41 | 22.59 | 19.98 | 25.89 | |
| FDATarget domain=Flair2025.09 | 0.5892 | 31 | — | 0.7546 | 0.6285 | 0.3844 | 20.67 | 30.86 | 41.47 | |
| Ours-ADTarget domain=Flair2025.09 | 0.5861 | 18.81 | — | 0.7374 | 0.623 | 0.398 | 12.44 | 18.58 | 25.42 | |
| ADVENTTarget domain=Flair2025.09 | 0.5788 | 20.98 | — | 0.7595 | 0.6016 | 0.3752 | 14.38 | 22.11 | 26.44 | |
| CyCADATarget domain=Flair2025.09 | 0.5728 | 24.44 | — | 0.8075 | 0.613 | 0.2978 | 12.02 | 23.75 | 37.57 | |
| No AdaptationTarget domain=Flair2025.09 | 0.5691 | 25.78 | — | 0.7629 | 0.6004 | 0.344 | 16.69 | 25.25 | 35.4 | |
| Ours-GSTarget domain=Flair2025.09 | 0.5653 | 28.17 | — | 0.7386 | 0.5966 | 0.3608 | 24.43 | 27.45 | 32.61 | |
| PSIGANTarget domain=Flair2025.09 | 0.5623 | 25.82 | — | 0.7426 | 0.5782 | 0.366 | 16.54 | 26.81 | 34.13 | |
| SIFATarget domain=Flair2025.09 | 0.556 | 35.9 | — | 0.6918 | 0.5811 | 0.3951 | 19.66 | 38.79 | 49.24 | |
| CycleGANTarget domain=Flair2025.09 | 0.5534 | 28.71 | — | 0.7477 | 0.5911 | 0.3214 | 22.85 | 29.64 | 33.66 | |
| FPL+Target domain=Flair2025.09 | 0.5523 | 30.54 | — | 0.7466 | 0.5431 | 0.3673 | 20.4 | 30.19 | 41.04 | |
| GenericSSLTarget domain=Flair2025.09 | 0.4103 | 43.87 | — | 0.4173 | 0.5265 | 0.2872 | 56.88 | 34.47 | 40.26 |