Panoramic Light Field From Hand-Held Video and Its Sampling for Real-Time Rendering

被引:5
|
作者
Zhao, Qiang [1 ]
Dai, Feng [1 ]
Lv, Jing [1 ]
Ma, Yike [1 ]
Zhang, Yongdong [2 ]
机构
[1] Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
[2] Univ Sci & Technol China, Sch Informat Sci & Technol, Hefei 230026, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
Cameras; Rendering (computer graphics); Streaming media; Light fields; Real-time systems; Apertures; Integer linear programming; Panoramic; light field; hand-held; sampling; set multicover problem; integer linear programming; IMAGE-ANALYSIS; SHAPE;
D O I
10.1109/TCSVT.2019.2900051
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
By providing angular and spatial information of light rays, light field images are widely used in many applications. To capture large field of view light field, existing approaches either stitch small field of view light fields, whose apertures are also small, or leverage specialized equipments, which are not accessible to ordinary users. In this paper, we present a method to extract fully 360 degrees field of view panoramic light fields from densely sampled hand-held videos. Unlike previous works, our method handles the large exposure variation and motion blur problems, which are common in the panoramic capture and hand-held videos. To provide real-time rendering performance, our method applies light field sampling to the extracted panoramic light field. Based on the unstructured representation, our method can sample the light field without explicit parameterization. We formulate the sampling problem into a set multicover problem and solve it globally using integer linear programming. Compared with the greedy based method, our approach can use much less video frames to represent the panoramic light field, but still can get better rendering results.
引用
收藏
页码:1011 / 1021
页数:11
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