Geometric Calibration of Micro-Lens-Based Light-Field Cameras Using Line Features

被引:0
|
作者
Bok, Yunsu [1 ]
Jeon, Hae-Gon [1 ]
Kweon, In So [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Taejon, South Korea
来源
关键词
Calibration; plenoptic; light-field cameras; PHOTOGRAPHY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a novel method of geometric calibration of microlens-based light-field cameras. Accurate geometric calibration is a basis of various applications. Instead of using sub-aperture images, we utilize raw images directly for calibration. We select proper regions in raw images and extract line features from micro-lens images in those regions. For the whole process, we formulate a new projection model of micro-lens-based light-field cameras. It is transformed into a linear form using line features. We compute an initial solution of both intrinsic and extrinsic parameters by a linear computation, and refine it via a non-linear optimization. Experimental results show the accuracy of the correspondences between rays and pixels in raw images, estimated by the proposed method.
引用
收藏
页码:47 / 61
页数:15
相关论文
共 50 条
  • [1] Geometric Calibration of Micro-Lens-Based Light Field Cameras Using Line Features
    Bok, Yunsu
    Jeon, Hae-Gon
    Kweon, In So
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2017, 39 (02) : 287 - 300
  • [2] Micro-Lens-Based Matching for Scene Recovery in Lenslet Cameras
    Zhang, Shuo
    Sheng, Hao
    Yang, Da
    Zhang, Jun
    Xiong, Zhang
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 27 (03) : 1060 - 1075
  • [3] Calibrating Light-Field Cameras Using Plenoptic Disc Features
    O'Brien, Sean G. P.
    Trumpf, Jochen
    Ila, Viorela
    Mahony, Rob
    2018 INTERNATIONAL CONFERENCE ON 3D VISION (3DV), 2018, : 286 - 294
  • [4] Depth Estimation with Occlusion Modeling Using Light-Field Cameras
    Wang, Ting-Chun
    Efros, Alexei A.
    Ramamoorthi, Ravi
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2016, 38 (11) : 2170 - 2181
  • [5] Depth Estimation and Specular Removal for Glossy Surfaces Using Point and Line Consistency with Light-Field Cameras
    Tao, Michael W.
    Su, Jong-Chyi
    Wang, Ting-Chun
    Malik, Jitendra
    Ramamoorthi, Ravi
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2016, 38 (06) : 1155 - 1169
  • [6] Depth from Combining Defocus and Correspondence Using Light-Field Cameras
    Tao, Michael W.
    Hadap, Sunil
    Malik, Jitendra
    Ramamoorthi, Ravi
    2013 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2013, : 673 - 680
  • [7] Occlusion-aware Depth Estimation Using Light-field Cameras
    Wang, Ting-Chun
    Efros, Alexei A.
    Ramamoorthi, Ravi
    2015 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2015, : 3487 - 3495
  • [8] Depth Estimation from Multiple Cues Based Light-Field Cameras
    Han L.
    Xu M.-X.
    Wang X.
    Wang H.-B.
    Jisuanji Xuebao/Chinese Journal of Computers, 2020, 43 (01): : 107 - 122
  • [9] DESIGN OF MICRO PHOTON SIEVE ARRAYS FOR HIGH RESOLUTION LIGHT-FIELD CAPTURE IN PLENOPTIC CAMERAS
    Yontem, Ali Ozgur
    Chu, Daping
    2018 - 3DTV-CONFERENCE: THE TRUE VISION - CAPTURE, TRANSMISSION AND DISPLAY OF 3D VIDEO (3DTV-CON), 2018,
  • [10] Improved blur circle detection method for geometric calibration of multifocus light field cameras
    Chen, Long
    Lei, Gang
    Wang, Tianxiang
    Xu, Chuanlong
    OPTICAL ENGINEERING, 2022, 61 (09)