From: Object detection in real time based on improved single shot multi-box detector algorithm
System model | mAP | FPS | No. of boxes | Resolution |
---|---|---|---|---|
F-CNN | 73.2 | 7 | 6000 | 1000 × 600 |
YOLO | 66.4 | 155 | 98 | 448 × 448 |
SSD512 | 76.8 | 19 | 24564 | 512 × 512 |
SSD300 | 74.3 | 46 | 8732 | 300 × 300 |
Proposed approach | 79.8 | 89 | 5988 | 1024 × 1024 |