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. 2023 Jul 13;14:1209910. doi: 10.3389/fpls.2023.1209910

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