..., a lightweight deep-learning model named GSGAA-Yolo is proposed for concrete crack detection. Firstly, the backbone and neck networks were reconstructed using ghost convolution modules to streamline the network architecture. Then, a novel feature extraction module (GSAA-C3k2) was designed based on the slim-neck...