Automatic classification of asphalt pavement cracks using a novel integrated generative adversarial networks and improved VGG model

•A GAN-based pavement cracking image augmentation model was proposed.•The improved VGG model outperformed other algorithms in cracking classification.•The novel integrated GAN and VGG model improved cracking classification accuracy.