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Image Forensics Based on Planar Contact Constraints of 3D Objects
Peng, Bo1,2,3; Wang, Wei1; Dong, Jing1,4; Tan, Tieniu1
Source PublicationIEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
2018-02-01
Volume13Issue:2Pages:377-392
SubtypeArticle
AbstractStanding objects on planar surfaces are common to see in images, e.g., people on the ground. For most objects to stay stable on the plane, planar contact is a necessary requirement. However, 2D image splicing usually disregards this physical constraint of 3D world, leading to a potential artifact of object not attached to the plane. This paper is the first attempt to use the contact constraint of standing objects as a new clue for image forensics. Accordingly, we propose a novel approach to first reconstruct the 3D poses of standing objects and their supporting plane and then measure the contact conditions for splicing detection. To tackle the problem of unknown object shape for pose estimation, we effectively employ the prior knowledge of 3D morphable model to simultaneously estimate both shape and pose parameters by fitting to image observations. The 3D normal orientation of the supporting plane is estimated given its vanishing line. Dealing with uncertainty factors in estimations, we approximate a distribution of estimates using sampling strategies and then make the final decision. Particularly, we focused our method on the important scenario of human figure splicing detection, and comprehensive experiments on multiple data sets and typical images proved the encouraging effectiveness of the new forensic clue and the proposed approach.
KeywordImage Forensics Splicing Detection Contact Constraint 3d Morphable Model
WOS HeadingsScience & Technology ; Technology
DOI10.1109/TIFS.2017.2752728
WOS KeywordMORPHABLE MODEL ; FORGERIES
Indexed BySCI
Language英语
Funding OrganizationNational Natural Science Foundation of China(61502496 ; National Key Research and Development Program of China(2016YFB1001003) ; U1536120 ; U1636201)
WOS Research AreaComputer Science ; Engineering
WOS SubjectComputer Science, Theory & Methods ; Engineering, Electrical & Electronic
WOS IDWOS:000417894200010
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Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/15402
Collection智能感知与计算研究中心
Corresponding AuthorWang, Wei
Affiliation1.Chinese Acad Sci, Inst Automat, Ctr Res Intelligent Percept & Comp, Beijing 100190, Peoples R China
2.State Key Lab Cryptol, Beijing 100878, Peoples R China
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
4.Chinese Acad Sci, Inst Informat Engn, State Key Lab Informat Secur, Beijing 100093, Peoples R China
Recommended Citation
GB/T 7714
Peng, Bo,Wang, Wei,Dong, Jing,et al. Image Forensics Based on Planar Contact Constraints of 3D Objects[J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,2018,13(2):377-392.
APA Peng, Bo,Wang, Wei,Dong, Jing,&Tan, Tieniu.(2018).Image Forensics Based on Planar Contact Constraints of 3D Objects.IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY,13(2),377-392.
MLA Peng, Bo,et al."Image Forensics Based on Planar Contact Constraints of 3D Objects".IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 13.2(2018):377-392.
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