In the case of binary classes, many objects with narrow linear shapes, such as joints, edges, corners, pipes, and electrical lines, will be detected as cracks. For example, Zhang et al. (2017) [32] reported that it is challenging to remove pavement edges in detecting asphalt cracks, or...