Title :
Classification and evaluation of cost aggregation methods for stereo correspondence
Author :
Tombari, Federico ; Mattoccia, Stefano ; Stefano, Luigi Di ; Addimanda, Elisa
Author_Institution :
Dept. of Electron. Comput. Sci. & Syst., Bologna Univ., Bologna
Abstract :
In the last decades several cost aggregation methods aimed at improving the robustness of stereo correspondence within local and global algorithms have been proposed. Given the recent developments and the lack of an appropriate comparison, in this paper we survey, classify and compare experimentally on a standard data set the main cost aggregation approaches proposed in literature. The experimental evaluation addresses both accuracy and computational requirements, so as to outline the best performing methods under these two criteria.
Keywords :
stereo image processing; cost aggregation classification; cost aggregation evaluation; cost aggregation method; stereo correspondence; Belief propagation; Computational complexity; Computational efficiency; Computer science; Cost function; Performance evaluation; Pixel; Robustness; Standards development; Taxonomy;
Conference_Titel :
Computer Vision and Pattern Recognition, 2008. CVPR 2008. IEEE Conference on
Conference_Location :
Anchorage, AK
Print_ISBN :
978-1-4244-2242-5
Electronic_ISBN :
1063-6919
DOI :
10.1109/CVPR.2008.4587677