MDTL-NET: Computer-generated image detection based on multi-scale deep texture learning

Qiang Xu, Shan Jia, Xinghao Jiang, Tanfeng Sun, Zhe Wang, Hong Yan

Abstract: Highlights•Generating an image will introduce different traces compared with the real one.•Attention mechanism is capable of capturing long-range feature interactions.•Multi-Scale Deep Texture can provide reliable information for detecting fake images.•Different artifacts lead to performance degradation on other types of images.