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11 days ago

DF-Net: The Digital Forensics Network for Image Forgery Detection

{Martin Boyer, David Fischinger}
DF-Net: The Digital Forensics Network for Image Forgery Detection
Abstract

The orchestrated manipulation of public opinion, particularly through manipulated images, often spread via online social networks (OSN), has become a serious threat to society. In this paper we introduce the Digital Forensics Net (DF-Net), a deep neural network for pixel-wise image forgery detection. The released model outperforms several state-of-the-art methods on four established benchmark datasets. Most notably, DF-Net’s detection is robust against lossy image operations (e.g. resizing, compression) as they are automatically performed by social network