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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
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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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