TABLE 9.
Evaluation of different anchor scales.
Anchor base size | Number of anchors (scales) | Aspect ratios | mAP (%) |
3 scales, 3 ratios | {1282, 2562, 5122} | {2:1, 1:1, 1:2} | 75.2 |
5 scales, 3 ratios | {322, 642, 1282, 2562, 5122} | {2:1, 1:1, 1:2} | 81.1 |
6 scales, 3 ratios | {162, 322, 642, 1282, 2562, 5122} | {2:1, 1:1, 1:2} | 77.8 |
8 scales, 3 ratios | {322, 482, 642, 962, 1282, 1922, 2562, 5122} | {2:1, 1:1, 1:2} | 78.4 |
The meaning of the “bold” is the best experimental results.