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.