Lesion-level Cerebral Microbleed Detection on VALDO (n=72)
75.3RecallCenSynCMB
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CenSynCMBGroup=Our Method2026.07 | 75.3 | 79.3 | 74.3 | 0.8 | |
| Zihao VALDOGroup=VALDO methods, Evaluation Protocol=Reimplemented and retrained2026.07 | 70.8 | 61.8 | 61.1 | 2 | |
| DynUNetGroup=Baseline2026.07 | 69.7 | 61.9 | 61.3 | 1.3 | |
| Attention U-NetGroup=Baseline2026.07 | 69.7 | 68.6 | 65.8 | 1.4 | |
| FRST-style detectorGroup=Current methods, Evaluation Protocol=Reimplemented and retrained2026.07 | 67.3 | 66.8 | 63.3 | 0.9 | |
| Kim-style detectorGroup=Current methods, Evaluation Protocol=Reimplemented and retrained2026.07 | 64.7 | 65.2 | 61 | 0.9 | |
| MixMicrobleedNetGroup=Contextual reference, Evaluation Protocol=Public pretrained2026.07 | 64.5 | 70.5 | 66 | 1 | |
| SwinUNETRGroup=Baseline2026.07 | 64.2 | 54.2 | 54.3 | 2.7 | |
| VISTA3DGroup=Baseline2026.07 | 64 | 58.4 | 56.4 | 1.5 | |
| SHIVA-CMB v2Group=Contextual reference, Evaluation Protocol=Public pretrained2026.07 | 47.6 | 54.8 | 48.9 | 1 | |
| Al-Masni-style detectorGroup=Current methods, Evaluation Protocol=Reimplemented and retrained2026.07 | 45.1 | 36.9 | 33.6 | 2.4 |