Title :
Fusing Depth from Defocus and Stereo with Coded Apertures
Author :
Takeda, Y. ; Hiura, Shinsaku ; Sato, Kiminori
Author_Institution :
Osaka Univ., Suita, Japan
Abstract :
In this paper we propose a novel depth measurement method by fusing depth from defocus (DFD) and stereo. One of the problems of passive stereo method is the difficulty of finding correct correspondence between images when an object has a repetitive pattern or edges parallel to the epipolar line. On the other hand, the accuracy of DFD method is inherently limited by the effective diameter of the lens. Therefore, we propose the fusion of stereo method and DFD by giving different focus distances for left and right cameras of a stereo camera with coded apertures. Two types of depth cues, defocus and disparity, are naturally integrated by the magnification and phase shift of a single point spread function (PSF) per camera. In this paper we give the proof of the proportional relationship between the diameter of defocus and disparity which makes the calibration easy. We also show the outstanding performance of our method which has both advantages of two depth cues through simulation and actual experiments.
Keywords :
cameras; image fusion; optical transfer function; spatial variables measurement; stereo image processing; DFD method; PSF; coded apertures; depth cues; depth from defocus fusion; depth measurement method; disparity diameter; effective lens diameter; epipolar line; passive stereo method; phase shift; single point spread function; stereo camera; Accuracy; Apertures; Cameras; Image reconstruction; Lenses; Optical imaging;
Conference_Titel :
Computer Vision and Pattern Recognition (CVPR), 2013 IEEE Conference on
Conference_Location :
Portland, OR
DOI :
10.1109/CVPR.2013.34