Multi-stage generative adversarial networks for generating pavement crack images

• Main Authors: Han, Chengjia, Ma, Tao, Huyan, Ju, Tong, Zheng, Yang, Handuo, Yang, Yaowen
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2024
• Subjects: Engineering; Generative adversarial network; Pavement crack
• Online Access: https://hdl.handle.net/10356/180178
• Institution: Nanyang Technological University

The application of machine learning techniques in pavement health monitoring based on computer vision has greatly improved the accuracy and efficiency in the detection of pavement distress levels and categories. However, a persistent challenge in this field is the issue of sample imbalance, primaril...