Researchers are exploring various methods for building construction crack detection, including the use of YOLO and other models. Different approaches, such as enhanced feature fusion and attention mechanisms, as well as lightweight frameworks and networks, are being investigated. The specific details and effectiveness of these methods are being reported in various studies.