Cell Detection on BRCA (cross-dataset)
76.31F1 (Lymph)DualGate-Net (Cellness Gate)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DualGate-Net (Cellness Gate)input_mode=Cellness Gate fusion2026.06 | 76.31 | 81.49 | 59.92 | 72.58 | 85.62 | |
| DualGate-Net (RGB + FG)input_mode=RGB + FG2026.06 | 75.78 | 80.14 | 57.2 | 71.04 | 83.17 | |
| DualGate-Net (RGB)input_mode=RGB-only baseline2026.06 | 75.11 | 81.62 | 57.27 | 71.33 | 82.79 | |
| Context-aware Detector2026.06 | 72.68 | 83.49 | 59.87 | 72.01 | — | |
| MCSpatNet2026.06 | 63.5 | 78.5 | 55.3 | 65.8 | 84.9 |