Table 8.
AP and saturated loss value for YOLO v4+ with removing different data augmentation method.
Data augmentation method | AP [%] | Saturated loss value |
---|---|---|
Dataset after augmentation | 94.25 | 5.38 |
Remove raindrop processing | 89.72 | 6.75 |
Remove mirror transformation | 93.11 | 5.91 |
Remove affine transformation | 93.23 | 5.84 |
Remove blur processing | 92.87 | 6.85 |
Remove brightness transformation | 92.72 | 6.13 |
No augmentation method | 89.04 | 7.21 |