Title :
Analysis of the effect of calibration error on light field super-resolution rendering
Author :
Kuang-Tsu Shih ; Chen-Yu Hsu ; Cheng-Chieh Yang ; Chen, He Henry
Author_Institution :
Nat. Taiwan Univ., Taipei, Taiwan
Abstract :
Light field photography, which has recently drawn considerable attention, provides novel functionalities such as refocusing and depth estimation at the same time. However, the resolution of the rendered refocus image is incomparably lower than the number of light ray samples in the light field. In this paper, we show that super-resolution can be performed to bridge the gap and that deconvolution, which is missing in most previous methods, is essential to the success of light field super-resolution rendering. In addition, we investigate the effect of four different kinds of camera calibration error on the quality of rendered images. Given an expected level of image quality, the upperbound of the camera calibration error is analyzed.
Keywords :
calibration; deconvolution; image resolution; image sensors; rendering (computer graphics); camera calibration error effect analysis; depth estimation; image quality; light field photography; light field super-resolution rendering; refocusing; Calibration; Cameras; Deconvolution; Image resolution; Photography; Rendering (computer graphics); Signal resolution; Light field photography; camera calibration; error analysis; super-resolution;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on
Conference_Location :
Florence
DOI :
10.1109/ICASSP.2014.6853653