文章总览 - 164
Employing Reinforcement Learning to Construct a Decision-Making Environment for Image Forgery Localization
Employing Reinforcement Learning to Construct a Decision-Making Environment for Image Forgery Localization

发表于TIFS2024,将强化学习引入到了图像篡改检测。

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Reinforced Multi-teacher Knowledge Distillation for Efficient General Image Forgery Detection and Localization
Reinforced Multi-teacher Knowledge Distillation for Efficient General Image Forgery Detection and Localization

发表于AAAI2025,该框架的核心是Re-DTS策略,动态选择最合适的教师模型,将专业知识转移到学生模型。这一策略增强了学生模型处理各种篡改痕迹的能力,并提高了IFDL性能,将强化学习引入到了图像篡改检测。

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SAFIRE
SAFIRE

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Rethinking Image Editing Detection in the Era of Generative AI Revolution
Rethinking Image Editing Detection in the Era of Generative AI Revolution

发表于ACMMM 2025,提出了基于图像编辑技术的新数据集。

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EndToEndClustering
EndToEndClustering

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LiDiNet
LiDiNet

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Finding Incompatible Blocks for Reliable JPEG Steganalysis
Finding Incompatible Blocks for Reliable JPEG Steganalysis

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Image-based_Freeform_Handwriting_Authentication_with_Energy-oriented_Self-Supervised_Learning
Image-based_Freeform_Handwriting_Authentication_with_Energy-oriented_Self-Supervised_Learning

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Image Copy-Move Forgery Detection via Deep PatchMatch and Pairwise Ranking Learning
Image Copy-Move Forgery Detection via Deep PatchMatch and Pairwise Ranking Learning

发表于TIP 2024,图像复制-移动伪造检测方向的图像篡改检测方法。

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DiRLoc:Disentanglement Representation Learning for Robust Image Forgery Localization
DiRLoc:Disentanglement Representation Learning for Robust Image Forgery Localization

发表于TDSC2024,针对JPEG压缩导致的性能下降,使用解纠缠的方法,分离出jpeg压缩对篡改痕迹的影响,提出了一种鲁棒的图像伪造定位框架。

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