Title :
Efficient determination of disparity map from stereo images with modified sum of absolute differences (SAD) algorithm
Author :
Dang Khanh Hoa ; Le Dung ; Nguyen Tien Dzung
Author_Institution :
Sch. of Electron. & Telecommun., Hanoi Univ. of Sci. & Technol., Hanoi, Vietnam
Abstract :
This paper proposes modification of the conventional Sum of Absolute Differences (SAD) for performance improvement in depth-map estimation from stereo images captured by a camera in a stereo system. The conventional SAD is commonly search in whole stereo images to find out the difference in pixels between the left and right captured images, and then obtains the corresponding disparity map and this may lead to high elapsing time. In order to reduce the number of searching pixels, the proposed modified SAD tries to estimate the difference only from edge pixels which are referred as pixels-of-interest and bring significant information about depth map. The number of pixels being searched is reduced to about 17% on the total pixels, hence the total elapsing time is saved up to around 89% compared to that of the conventional SAD. This results is promising for implementation of a real-time vision system.
Keywords :
cameras; computer vision; stereo image processing; camera; depth-map estimation; disparity map; pixels-of-interest; real-time vision system; stereo images; stereo system; sum of absolute differences algorithm; Accuracy; Cameras; Computer vision; Image edge detection; Image reconstruction; Mobile robots; Stereo vision; disparity map; stereo camera; stereo vision; sum of absolute difference;
Conference_Titel :
Advanced Technologies for Communications (ATC), 2013 International Conference on
Conference_Location :
Ho Chi Minh City
Print_ISBN :
978-1-4799-1086-1
DOI :
10.1109/ATC.2013.6698196