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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 networks.","url_abs":"https://arxiv.org/abs/2503.22398v1","url_pdf":"https://arxiv.org/pdf/2503.22398v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"df-net-the-digital-forensics-network-for-1","repo_url":"https://huggingface.co/spaces/DFisch/Image-Manipulation-Detection","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"df-net-the-digital-forensics-network-for-1","repo_url":"https://zenodo.org/record/8142658","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"image-forgery-detection","task_name":"Image Forgery Detection"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/image-manipulation-detection-on-casia-osn","task":"Image Manipulation Detection","dataset":"CASIA (OSN-transmitted - 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