Ray-Space Projection Model for Light Field Camera

doi:10.1109/CVPR.2019.01036

	Ray-Space Projection Model for Light Field Camera
	Qi Zhang 1; Jinbo Ling 1; Qing Wang 1; Jingyi Yu2
	2019-06
会议录名称	2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)
ISSN	1063-6919
页码	10113-10121
发表状态	已发表
DOI	10.1109/CVPR.2019.01036
摘要	Light field essentially represents the collection of rays in space. The rays captured by multiple light field cameras form subsets of full rays in 3D space and can be transformed to each other. However, most previous approaches model the projection from an arbitrary point in 3D space to corresponding pixel on the sensor. There are few models on describing the ray sampling and transformation among multiple light field cameras. In the paper, we propose a novel ray-space projection model to transform sets of rays captured by multiple light field cameras in term of the Plucker coordinates. We first derive a 6×6 ray-space intrinsic matrix based on multi-projection-center (MPC) model. A homogeneous ray-space projection matrix and a fundamental matrix are then proposed to establish ray-ray correspondences among multiple light fields. Finally, based on the ray-space projection matrix, a novel camera calibration method is proposed to verify the proposed model. A linear constraint and a ray-ray cost function are established for linear initial solution and non-linear optimization respectively. Experimental results on both synthetic and real light field data have verified the effectiveness and robustness of the proposed model.
会议地点	Long Beach, CA, USA
会议日期	15-20 June 2019
URL	查看原文
收录类别	EI ; CPCI-S ; CPCI
语种	英语
资助项目	Innovation Foundation for Doctor Dissertation of Northwestern Polytechnical University[CX201919]
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS记录号	WOS:000542649303074
出版者	IEEE Computer Society
EI入藏号	20200508113443
WOS关键词	CALIBRATION ; GEOMETRY
原始文献类型	Proceedings Paper
来源库	IEEE
引用统计	正在获取...
文献类型	会议论文
条目标识符	https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/50017
专题	信息科学与技术学院_PI研究组_虞晶怡组
作者单位	1.School of Computer Science, Northwestern Polytechnical University, Xi’an 710072, P.R. China 2.ShanghaiTech University, Shanghai 200031, P.R. China
推荐引用方式 GB/T 7714	Qi Zhang,Jinbo Ling,Qing Wang,et al. Ray-Space Projection Model for Light Field Camera[C]:IEEE Computer Society,2019:10113-10121.