Table 17. Worst F1-score and mAP50 average performance degradation for the corresponding “worst” variability considered in each of the experiments.
Variability | Category | No. Experiment | F1-score Degradation (%) | mAP50 Degradation (%) |
---|---|---|---|---|
Impulse noise | 0.05 | 2 | 270.8 | 73.1 |
Shrinking | nearest | 6 | 29.8 | 21.4 |
Occlusion | 1 × 30% | 3 | 20.3 | 23.6 |
Darkening | 5 | 5 | 22.8 | 19.9 |
Blur | k = 13 | 4 | 5.6 | 4.2 |