Title :
Shape From Focus Using Optimization Technique
Author :
Ahmad, Muhammad Bilal ; Choi, Tae-Sun
Author_Institution :
Gwangju Inst. of Sci. & Technol.
Abstract :
Three dimensional (3D) shape recovery using shape from focus (SFP) is presented as an optimization problem, i.e., maximization of the focus measure in the 3D image volume. The whole image volume (sequence) is divided into a number of sub image volumes. The search of 3D shape is made in the sub image volumes using dynamic programming optimization technique. The final depth map is obtained by collecting the depth map of the sub volumes. The new algorithm has considerably decreased the computational complexity by searching the 3D shape in sub image volumes and has shown better results. New 3D focus measure operators are also introduced for higher accuracy at the cost of some computational costs
Keywords :
computational complexity; dynamic programming; image sequences; 3D image volume; computational complexity; dynamic programming optimization technique; final depth map; focus measure maximization; image sequence; shape from focus; subimage volumes; three dimensional shape recovery; Cameras; Computational complexity; Computational efficiency; Dynamic programming; Focusing; Image reconstruction; Image sequences; Layout; Shape measurement; Volume measurement;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
Print_ISBN :
1-4244-0469-X
DOI :
10.1109/ICASSP.2006.1660387