Lesion-level Cerebral Microbleed Detection on AIBL (n=370)
88.5RecallCenSynCMB
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| CenSynCMBGroup=Our Method2026.07 | 88.5 | 55.9 | 65 | 2.4 | |
| SHIVA-CMB v2Group=Contextual reference, Evaluation Protocol=Public pretrained2026.07 | 79.2 | 69 | 70.5 | 1 | |
| FRST-style detectorGroup=Current methods, Evaluation Protocol=Reimplemented and retrained2026.07 | 77.2 | 25.4 | 35.3 | 5.8 | |
| VISTA3DGroup=Baseline2026.07 | 66.2 | 25.7 | 30.6 | 8.4 | |
| Zihao VALDOGroup=VALDO methods, Evaluation Protocol=Reimplemented and retrained2026.07 | 63.5 | 23.5 | 29.2 | 7.8 | |
| Attention U-NetGroup=Baseline2026.07 | 62.2 | 25.1 | 29.2 | 7.6 | |
| SwinUNETRGroup=Baseline2026.07 | 57.9 | 14.9 | 20.6 | 11 | |
| Kim-style detectorGroup=Current methods, Evaluation Protocol=Reimplemented and retrained2026.07 | 53.9 | 35.7 | 38.2 | 2.6 | |
| DynUNetGroup=Baseline2026.07 | 53.5 | 53.1 | 49.4 | 0.9 | |
| Al-Masni-style detectorGroup=Current methods, Evaluation Protocol=Reimplemented and retrained2026.07 | 48.6 | 16.9 | 23 | 7.3 | |
| MixMicrobleedNetGroup=Contextual reference, Evaluation Protocol=Public pretrained2026.07 | 3.2 | 7 | 4 | 1 |