Table 2.
F1 Scores and detection time for several models.
SSD | Faster R-CNN | YOLOv3 | IMPROVE YOLOv3 | |
---|---|---|---|---|
F1 | 0.854 | 0.902 | 0.911 | 0.923 |
computational cost (ops) | 31.75 B | 129.26 B | 65.86 B | 45.03 B |
detection time | 15.9 ms | 50.1 ms | 12.7 ms | 7.9 ms |
F1 Scores and detection time for several models.
SSD | Faster R-CNN | YOLOv3 | IMPROVE YOLOv3 | |
---|---|---|---|---|
F1 | 0.854 | 0.902 | 0.911 | 0.923 |
computational cost (ops) | 31.75 B | 129.26 B | 65.86 B | 45.03 B |
detection time | 15.9 ms | 50.1 ms | 12.7 ms | 7.9 ms |