A Comprehensive Benchmark and Advanced Model for Detecting Challenging Image Manipulations

The proposed two-branch network architecture can effectively detect both anomalous features and compression artifacts, outperforming state-of-the-art methods on a new challenging image manipulation detection benchmark dataset.