Table 1.
Method | Annotation Ratio | Precision | Recall | F1 Score | Runtime (min) |
---|---|---|---|---|---|
EMAN2 [21] | - | 26.1 | 55.3 | 35.5 | 2–5 |
| |||||
crYOLO [24] | 100% | 47.8 | 56.8 | 52.0 | 30–40 |
| |||||
Huang et al. [8] | 5% | 49.6 | 58.1 | 53.5 | |
10% | 50.1 | 58.2 | 53.8 | ||
30% | 55.9 | 60.3 | 58.0 | 5–10 | |
50% | 53.0 | 65.1 | 58.4 | ||
70% | 54.9 | 66.7 | 60.2 | ||
| |||||
CryoSAM (Ours) | < 1% (single prompt) | 53.1 | 55.3 | 54.2 | |
5% | 57.8 | 74.3 | 65.0 | ||
10% | 58.2 | 75.1 | 65.5 | ||
30% | 58.1 | 75.4 | 65.6 | 10–15 | |
50% | 58.0 | 75.3 | 65.5 | ||
70% | 58.5 | 79.4 | 67.4 |