DocumentCode
1483078
Title
An Efficient Algorithm for Focus Measure Computation in Constant Time
Author
Minhas, Rashid ; Mohammed, Abdul Adeel ; Wu, Q. M Jonathan
Author_Institution
Dept. of Electr. Eng., Univ. of Windsor, Windsor, ON, Canada
Volume
22
Issue
1
fYear
2012
Firstpage
152
Lastpage
156
Abstract
This letter presents an efficient algorithm for focus measure computation, in constant time, to estimate depth map using image sequences acquired at varying focus. Two major factors that complicate focus measure computation include neighborhood support and gradient detection for oriented intensity variations. We present a distinct focus measure based on steerable filters that is invariant to neighborhood size and accomplishes fast depth map estimation at a considerably faster speed compared to other well-documented methods. Steerable filters represent architecture to synthesize filters of arbitrary orientation using a linear combination of basis filters. Such synthesis is helpful to analytically determine the filter output as a function of orientation. Steerable filters remove inherent limitations of traditional gradient detection techniques which perform inadequately for oriented intensity variations and low textured regions.
Keywords
gradient methods; image sequences; image texture; constant time; depth map; focus measure computation; gradient detection; image sequences; low textured regions; steerable filters; Extraterrestrial measurements; Image reconstruction; Pattern recognition; Pixel; Shape; Three dimensional displays; Time measurement; Depth map; focus measure; integral image; shape from focus; steerable filters;
fLanguage
English
Journal_Title
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher
ieee
ISSN
1051-8215
Type
jour
DOI
10.1109/TCSVT.2011.2133930
Filename
5740315
Link To Document