Table 4. Overall performance evaluation of proposed method
Dataset
Activation Function
Upsampling
mAP
Original
SiLU (original)
Nearest
0.863
ImageNet augmentation
Proposed method (SiLU + Mish)
Bicubic
0.898
mAP, mean average precision; SiLU, sigmoid-weighted linear unit.