Title :
Depth Detection of Light Field
Author :
Kao, Yi-Hao ; Liang, Chia-Kai ; Chang, Li-Wen ; Chen, Homer H.
Author_Institution :
Nat. Taiwan Univ., Taipei
Abstract :
We propose an algorithm to detect depths in a light field. Specifically, given a 4D light field, we find all planes at which objects are located. Although the exact depth of each pixel in the space is left unknown, the partial information obtained is very useful for many applications, such as synthetic aperture photography and all-focused rendering. Our algorithm measures the degree of focus of different planes by calculating the ratio of high frequencies to the low frequencies. To handle different depth distributions, we reformulate the maximum detection problem to a maximum-cover problem that can be solved efficiently by dynamic programming. Compared with auto-focusing and per-pixel depth estimation, our algorithm is much faster yet sufficiently accurate.
Keywords :
dynamic programming; image processing; all-focused rendering; depth distributions; dynamic programming; light field depth detection; maximum detection problem; maximum-cover problem; per-pixel depth estimation; synthetic aperture photography; Adaptive optics; Cameras; Dynamic programming; Focusing; Frequency; Layout; Optical arrays; Optical filters; Photography; Rendering (computer graphics); Light field; depth detection; focusing; image-based rendering;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2007.366052