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Contrast Enhancement-Based Forensics in Digital Images

文献类型:期刊论文

作者Cao, Gang1; Zhao, Yao1,2; Ni, Rongrong1,3; Li, Xuelong4
刊名ieee transactions on information forensics and security
出版日期2014-03-01
卷号9期号:3页码:515-525
关键词Computer vision digital forensics image forgery contrast enhancement composite image
ISSN号1556-6013
英文摘要as a retouching manipulation, contrast enhancement is typically used to adjust the global brightness and contrast of digital images. malicious users may also perform contrast enhancement locally for creating a realistic composite image. as such it is significant to detect contrast enhancement blindly for verifying the originality and authenticity of the digital images. in this paper, we propose two novel algorithms to detect the contrast enhancement involved manipulations in digital images. first, we focus on the detection of global contrast enhancement applied to the previously jpeg-compressed images, which are widespread in real applications. the histogram peak/gap artifacts incurred by the jpeg compression and pixel value mappings are analyzed theoretically, and distinguished by identifying the zero-height gap fingerprints. second, we propose to identify the composite image created by enforcing contrast adjustment on either one or both source regions. the positions of detected blockwise peak/gap bins are clustered for recognizing the contrast enhancement mappings applied to different source regions. the consistency between regional artifacts is checked for discovering the image forgeries and locating the composition boundary. extensive experiments have verified the effectiveness and efficacy of the proposed techniques.
WOS标题词science & technology ; technology
类目[WOS]computer science, theory & methods ; engineering, electrical & electronic
研究领域[WOS]computer science ; engineering
关键词[WOS]intrinsic fingerprints ; forgery detection
收录类别SCI ; EI
语种英语
WOS记录号WOS:000332459700016
公开日期2015-03-18
源URL[http://ir.opt.ac.cn/handle/181661/22381]  
专题西安光学精密机械研究所_光学影像学习与分析中心
作者单位1.Beijing Jiaotong Univ, Inst Informat Sci, Beijing 100044, Peoples R China
2.State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China
3.Beijing Key Lab Adv Informat Sci & Network Techno, Beijing 100044, Peoples R China
4.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, OPT IMagery Anal & Learning OPTIMAL, Xian 710119, Peoples R China
推荐引用方式
GB/T 7714
Cao, Gang,Zhao, Yao,Ni, Rongrong,et al. Contrast Enhancement-Based Forensics in Digital Images[J]. ieee transactions on information forensics and security,2014,9(3):515-525.
APA Cao, Gang,Zhao, Yao,Ni, Rongrong,&Li, Xuelong.(2014).Contrast Enhancement-Based Forensics in Digital Images.ieee transactions on information forensics and security,9(3),515-525.
MLA Cao, Gang,et al."Contrast Enhancement-Based Forensics in Digital Images".ieee transactions on information forensics and security 9.3(2014):515-525.

入库方式: OAI收割

来源:西安光学精密机械研究所

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