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

被引:139
作者
Bok, Yunsu [1 ]
Jeon, Hae-Gon [1 ]
Kweon, In So [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Sch Elect Engn, Daejeon 34141, South Korea
基金
新加坡国家研究基金会;
关键词
Computational photography and camera; calibration; plenoptic; light field cameras;
D O I
10.1109/TPAMI.2016.2541145
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 for the geometric calibration of micro-lens-based light field cameras. Accurate geometric calibration is the basis of various applications. Instead of using sub-aperture images, we directly utilize raw images for calibration. We select appropriate regions in raw images and extract line features from micro-lens images in those regions. For the entire process, we formulate a new projection model of a micro-lens-based light field camera, which contains a smaller number of parameters than previous models. The model is transformed into a linear form using line features. We compute the initial solution of both the intrinsic and the extrinsic parameters by a linear computation and refine them via non-linear optimization. Experimental results demonstrate the accuracy of the correspondences between rays and pixels in raw images, as estimated by the proposed method.
引用
收藏
页码:287 / 300
页数:14
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