Table 2.
Meta Architecture | Feature Extractor | Inference Time (ms/photograph) |
AP | APwild | APmodel | |
---|---|---|---|---|---|---|
IOU:0.3 | IOU:0.5 | IOU:0.3 | IOU:0.3 | |||
Faster R-CNN | Resnet 101 | 95 | 95.44 | 80.63 | 96.18 | 95.23 |
Inception v.2 | 82 | 94.04 | 79.35 | 95.90 | 93.94 | |
R-FCN | Resnet 101 | 87 | 94.86 | 79.83 | 95.92 | 94.12 |
Retinanet | Resnet 50 | 75 | 91.49 | 73.66 | 92.37 | 83.75 |
Mobilenet v.1 | 57 | 85.01 | 66.01 | 90.05 | 62.64 | |
SSD | Mobilenet v.2 | 23 | 85.90 | 54.87 | 89.13 | 65.20 |
Yolo v3 | Darknet-53 | 41 | 91.80 | 58.53 | 91.98 | 90.77 |
Yolo v2 | Darknet-19 | 34 | 90.99 | 56.80 | 92.34 | 88.99 |
Tiny Yolo | 21 | 88.23 | 54.22 | 89.75 | 79.24 |