Forgery detection using multiple light sources for synthetic images

被引:28
作者
Kumar, Manoj [1 ]
Srivastava, Sangeet [2 ]
Uddin, Nafees [3 ]
机构
[1] NorthCap Univ, Dept Comp Sci, Gurugram, India
[2] NorthCap Univ, Dept Appl Sci, Gurugram, India
[3] JEMTEC, Dept Appl Sci, Greater Noida, India
关键词
Forgery detection; light sources; complex lighting estimation;
D O I
10.1080/00450618.2017.1356871
中图分类号
DF [法律]; D9 [法律]; R [医药、卫生];
学科分类号
0301 ; 10 ;
摘要
Image processing requires an estimation of position, direction and illumination of the objects present in a scene. Nowadays, digital image manipulations have experienced a remarkable growth. These image manipulations can be detected by various forgery detection techniques that have been developed in the past few years. We describe a forgery detection technique based on estimations of multiple light source directions. This method uses a pixel patch from the image region to estimate the source light vector. The implementation is done for images where one and more light sources are available in the scene. The proposed technique is able to identify image forgery in terms of elevation angle alpha obtained from a source of light and surface normal. This method is tested for both outdoor and indoor images under certain known parameters. The novelty of our method is that photo manipulation detection is done using a multiple light source detection approach. We demonstrate that the proposed technique produces accurate results by making certain assumptions about surface properties and illumination parameters.
引用
收藏
页码:243 / 250
页数:8
相关论文
共 19 条
  • [1] [Anonymous], IEEE T PATTERN ANAL
  • [2] Multiple light source detection
    Bouganis, CS
    Brookes, M
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (04) : 509 - 514
  • [3] REVISITING PENTLANDS ESTIMATOR OF LIGHT-SOURCE DIRECTION
    CHOJNACKI, W
    BROOKS, MJ
    GIBBINS, D
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1994, 11 (01): : 118 - 124
  • [4] David P, FREE OPEN SOURCE IMA
  • [5] Debevec P., 1998, Computer Graphics. Proceedings. SIGGRAPH 98 Conference Proceedings, P189, DOI 10.1145/280814.280864
  • [6] Huang R, 2011, IEEE IMAGE PROC, P13, DOI 10.1109/ICIP.2011.6115701
  • [7] Exposing digital forgeries in complex lighting environments
    Johnson, Micah K.
    Farid, Hany
    [J]. IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY, 2007, 2 (03) : 450 - 461
  • [8] Kranthi Kumar M, 2016, Indian Jou Sci Technol, V9, P1
  • [9] Estimating the Natural Illumination Conditions from a Single Outdoor Image
    Lalonde, Jean-Francois
    Efros, Alexei A.
    Narasimhan, Srinivasa G.
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2012, 98 (02) : 123 - 145
  • [10] Multiple Light Source Estimation in a Single Image
    Lopez-Moreno, Jorge
    Garces, Elena
    Hadap, Sunil
    Reinhard, Erik
    Gutierrez, Diego
    [J]. COMPUTER GRAPHICS FORUM, 2013, 32 (08) : 170 - 182