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Large-Scale and Fine-Grained Evaluation of Popular JPEG Forgery Localization Schemes

2018/11/30 by Paweł Korus, Pawel Korus, Korus, Pawel
Computer Science · Engineering · #Advanced Steganography and Watermarking Techniques #Digital Media Forensic Detection #FOS: Computer and information sciences #Image Processing Techniques and Applications #Multimedia (cs.MM) #cs.MM

paper · pdf · doi:10.48550/arxiv.1811.12915

Supplementary materials for online code publication

openalex publication_date 2018/11/30 · arxiv created 2019/01/22 · arxiv updated 2019/01/23 · openalex created_date 2025/10/10 · openalex updated_date 2026/07/28

Abstract

Over the years, researchers have proposed various approaches to JPEG forgery detection and localization. In most cases, experimental evaluation was limited to JPEG quality levels that are multiples of 5 or 10. Each study used a different dataset, making it difficult to directly compare the reported results. The goal of this work is to perform a unified, large-scale and fine-grained evaluation of the most popular state-of-the-art detectors. The obtained results allow to compare the detectors with respect to various criteria, and shed more light on the compression configurations where reliable tampering localization can be expected.

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