Title :
Fast realistic refocusing for sparse light fields
Author :
Chao-Tsung Huang ; Jui Chin ; Hong-Hui Chen ; Yu-Wen Wang ; Liang-Gee Chen
Author_Institution :
Dept. of Electr. Eng., Nat. Tsing Huang Univ., Taiwan
Abstract :
Digital refocusing for sparsely sampled light fields results in aliasing effect. For realistic quality, previous works performed anti-aliasing by applying time-consuming view interpolation for a heuristic number of novel views. In this paper, we study this problem by first performing a spectral analysis to give an analytical rule for the novel view number, which saves 34% of views compared to the intuitional choice. Then we propose a fast refocusing algorithm using a view interpolation method which is about 30x faster than VSRS-1D-Fast. Experimental results show the effectiveness of our approach in terms of speed and quality. For showing realistic refocusing, a light-field wafer-level-optics array is implemented, and its refocused images are compared to pictures captured by a real camera.
Keywords :
image processing; interpolation; digital refocusing; fast realistic refocusing algorithm; light-field wafer-level-optics array; sparse light fields; spectral analysis; time-consuming view interpolation method; Apertures; Arrays; Cameras; Complexity theory; Interpolation; Rendering (computer graphics); Spectral analysis; light field; refocus; view interpolation;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on
Conference_Location :
South Brisbane, QLD
DOI :
10.1109/ICASSP.2015.7178155