TABLE 3.
Success Metrics: Heart #2.
Methods | TP | FP | FN | Precision | Recall | FI-score | Centroid distance (μm) | Cell count (true = 412) | Cell count error |
---|---|---|---|---|---|---|---|---|---|
VRegNet | 364 | 11 | 48 | 97.07% | 88.35% | 92.50% | 1.02 ±0.63 | 375 | −8.98% |
Vnet-3W | 398 | 13 | 14 | 96.84% | 96.60% | 96.72% | 0.67 ± 0.50 | 411 | −0.24% |
Vnet-2W | 336 | 15 | 76 | 95.73% | 81.55% | 88.07% | 0.82 ± 0.76 | 351 | −14.80% |
Vnet-3 | 166 | 46 | 246 | 78.30% | 40.29% | 53.21% | 1.01 ±0.96 | 212 | −48.54% |
CellProfiler | 81 | 73 | 331 | 52.60% | 19.66% | 28.62% | 2.18 ±1.01 | 154 | −62.62% |
Detected nuclei centroids for a second embryonic quail heart, which was not part of the training or validation set. TP: True positive. FP: False positive. FN: False negative. Distance between true centroids and detected centroids presented as mean centroid distance ± standard deviation.