Title :
Improving the spatail resolution based on 4D light field data
Author :
Lim, JaeGuyn ; Ok, HyunWook ; Park, ByungKwan ; Kang, JooYoung ; Lee, SeongDeok
Author_Institution :
Multimedia Lab., Samsung Adv. Inst. of Technol., Yongin, South Korea
Abstract :
This paper presents why the spatial resolution of an image captured by a plenoptic camera can be improved. The plenoptic camera captures the 4D light field (angular and spatial information of light) within a limited 2D sensor and results in reducing 2D spatial resolution due to inevitable 2D angular data. However, for improving the reduced resolution, we propose a novel analysis that 2D angular data contain spatially subpixel-shifted information. Although angular data have been defined as light´s set radiated from one spatial point in a scene theoretically, practical angular data captured by plenoptic camera consist of spatially different minuscule area. That is, angular data provide the redundant data used generally by super-resolution techniques. Our experimental results demonstrate the improvement of spatial resolution as well as the existence of spatial information within 2D angular data.
Keywords :
cameras; computer vision; image resolution; 2D angular data; 4D light field; plenoptic camera; spatial resolution; super-resolution technique; Cameras; Data analysis; Digital images; Image resolution; Information analysis; Layout; Lenses; Optical arrays; Sensor arrays; Spatial resolution; 4D light field; plenoptic camera; sub-pixel shift; super-resolution;
Conference_Titel :
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-5653-6
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2009.5413719