Title :
Depth correction: Methods for approximating depth information in web camera depth maps
Author :
Pettigrew, L. ; Green, R.
Author_Institution :
Sch. of Comput. Sci. & Software Eng., Univ. of Canterbury, Christchurch, New Zealand
Abstract :
Stereo web cameras can be used to obtain depth information about a scene. The maps produced using this procedure are prone to missing depth values, more so than when using a commercial stereo web camera. Post-processing can be used to find approximations for unknown depth values. In this paper we describe four techniques for approximating missing depth values and compare their effectiveness. A large median filter which considered only known pixel values has achieved promising results showing an increase in the proportion of valued pixels and decrease in the number of connected regions. A large median filter and use of a close operator have also both decreased the number of connected regions although they both increased the proportion of unknown pixels.
Keywords :
approximation theory; cameras; median filters; stereo image processing; Web camera depth map; close operator; depth correction; depth information approximation; median filter; stereo Web camera; stereo web camera; Calibration; Cameras; Interpolation; Robot vision systems; Stereo vision; Three dimensional displays; Imaging; stereo image processing; stereo vision;
Conference_Titel :
Image and Vision Computing New Zealand (IVCNZ), 2010 25th International Conference of
Conference_Location :
Queenstown
Print_ISBN :
978-1-4244-9629-7
DOI :
10.1109/IVCNZ.2010.6148879