Table 4.
Image-level cancer cell detection performance of our method on the test split.
| Detection Alogrithm | Setting | Detection stage | Full pipeline (ω = 1) | Full pipeline (ω = 0.7) | |||
|---|---|---|---|---|---|---|---|
| AP50 | F1 | AP50 | F1 | AP50 | F1 | ||
| Faster R-CNN29 | Brightfield | 43.1 ± 0.6 | 50.3 ± 0.3 | 50.6 ± 0.2 | 54.1 ± 0.2 | 52.2 ± 0.2 | 55.4 ± 0.3 |
| Brightfield + Hoechst | 45.5 ± 0.7 | 52.2 ± 0.3 | 56.5 ± 0.5 | 57.8 ± 0.4 | 57.7 ± 0.3 | 59.3 ± 0.3 | |
| Brightfield + Fluorescence | 86.6 ± 0.3 | 87.3 ± 0.1 | 86.7 ± 0.3 | 86.2 ± 0.2 | 89.2 ± 0.3 | 87.8 ± 0.1 | |
| FCOS39 | Brightfield | 46.7 ± 0.2 | 51.5 ± 0.2 | 51.4 ± 0.1 | 54.9 ± 0.3 | 52.4 ± 0.1 | 55.3 ± 0.3 |
| Brightfield + Hoechst | 48.2 ± 0.6 | 52.8 ± 0.2 | 57.7 ± 0.4 | 58.8 ± 0.4 | 58.7 ± 0.3 | 59.2 ± 0.8 | |
| Brightfield + Fluorescence | 89.8 ± 0.3 | 86.0 ± 0.1 | 88.4 ± 0.4 | 85.2 ± 0.1 | 90.8± 0.2 | 86.7 ± 0.1 | |
| DINO40 | Brightfield | 43.6 ± 0.3 | 49.7 ± 0.2 | 52.1 ± 0.2 | 54.4 ± 0.3 | 52.9 ± 0.1 | 55.1 ± 0.3 |
| Brightfield + Hoechst | 45.1 ± 0.4 | 50.4 ± 0.3 | 58.3 ± 0.3 | 57.8 ± 0.5 | 58.9 ± 0.2 | 58.7 ± 0.4 | |
| Brightfield + Fluorescence | 91.0 ± 0.3 | 86.7 ± 0.5 | 89.0 ± 0.1 | 85.9 ± 0.2 | 91.7 ± 0.3 | 87.5 ± 0.3 | |