As the grid coverage rises, foreign objects invade more and frequently, causing failures to rise every year. To address this issue, paper proposes a deep learning-based transmission line unmanned inspection of recognition algorithm. The algorithm is based on YOLOv7 (You Only Look Once) algorithm, combining with hyperparameter optimization genetic (GA) space-to-depth (SPD) convolution complete o...