Cell Detection on BRCA-M2C (test)
67.8F1 Score (Inflammatory)MCSpatNet + TMCCG
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MCSpatNet + TMCCGAugmentation Strategy=TMCCG2024.09 | 67.8 | 80 | 52.2 | 66.7 | — | |
| U-Net + GMCMAugmentation Strategy=GMCM2024.09 | 65.8 | 78.6 | 53.6 | 66 | 85.2 | |
| MCSpatNet + Rand.Augmentation Strategy=Random2024.09 | 65.2 | 77.2 | 50.6 | 64.4 | — | |
| MCSpatNet + KDEAugmentation Strategy=KDE2024.09 | 65.2 | 79.3 | 55.6 | 66.7 | 84.5 | |
| U-Net + TMCCGAugmentation Strategy=TMCCG2024.09 | 65 | 76.8 | 51.1 | 64.4 | — | |
| U-Net + GMMAugmentation Strategy=GMM2024.09 | 64.7 | 79.7 | 55.4 | 66.6 | 85.3 | |
| MCSpatNet + No denAugmentation Strategy=No density2024.09 | 64.7 | 78.8 | 54.3 | 65.9 | 85 | |
| U-Net + KDEAugmentation Strategy=KDE2024.09 | 64.2 | 80 | 54.5 | 66.2 | 85.3 | |
| U-Net + No denAugmentation Strategy=No density2024.09 | 64.1 | 78.4 | 53.7 | 65.4 | 85.6 | |
| MCSpatNet + GMMAugmentation Strategy=GMM2024.09 | 63.9 | 80.4 | 56.3 | 66.9 | 85.5 | |
| MCSpatNetAugmentation Strategy=None2024.09 | 63.5 | 78.5 | 55.3 | 65.8 | 84.9 | |
| U-Net + Rand.Augmentation Strategy=Random2024.09 | 62.5 | 73.5 | 47.2 | 61.1 | — | |
| MCSpatNet + GMCMAugmentation Strategy=GMCM2024.09 | 61.5 | 80.6 | 55.5 | 65.9 | 85 | |
| U-NetAugmentation Strategy=None2024.09 | 49.8 | 74.4 | 47.6 | 57.2 | 83.8 |