Question 1: Short answer
hardAI-checkedObject DetectionA detector is evaluated on one class with 4 ground-truth objects, GT1 to GT4. Its six detections, sorted by confidence, are listed with the ground-truth box each overlaps most and that IoU:
| rank | confidence | best ground truth | IoU |
|---|---|---|---|
| 1 | 0.95 | GT1 | 0.82 |
| 2 | 0.90 | GT1 | 0.65 |
| 3 | 0.80 | GT2 | 0.71 |
| 4 | 0.70 | GT3 | 0.42 |
| 5 | 0.60 | GT4 | 0.55 |
| 6 | 0.40 | none | 0 |
A detection is a true positive if its IoU is at least 0.5 and its ground truth has not already been matched by a higher-ranked detection; otherwise it is a false positive. AP is the sum of the precisions at the ranks of the true positives, divided by the number of ground-truth objects. What is AP?