Title :
Obtain the depth of field based on two-view
Author :
Liang, Zhao ; Jian-hui, Liu
Author_Institution :
Inst. of Grad., Liaoning Tech. Univ., Huludao, China
Abstract :
This paper attempts to propose a method that uses images taken in different locations by a single camera or from a video stream interception to restore depth information of the scene. At first, the SIFT algorithm is used to process two images , to find the feature points and match them into pairs, then these pairs are used to calculate the corresponding fundamental matrix. From the fundamental matrix the epipolar can be got. The feature points are matched with the epipolar constraint to improve accuracy. With these matched points, the binocular stereo vision method is used to find the depth information. For a visual representation, the coordinates of the points are input to Matlab to show the result. Experiments show that the method can get information of depth of the field without a known position relationship between images.
Keywords :
image matching; image sensors; matrix algebra; stereo image processing; transforms; video streaming; Matlab; SIFT algorithm; binocular stereo vision method; depth information; fundamental matrix; scale invariant feature transform; single camera; video stream interception; visual representation; Asia; Automatic control; Cameras; Computer vision; Informatics; Layout; Robot kinematics; Robot vision systems; Robotics and automation; Stereo vision; Image matching; SIFT; binocular stereo vision; fundamental matrix;
Conference_Titel :
Informatics in Control, Automation and Robotics (CAR), 2010 2nd International Asia Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-5192-0
Electronic_ISBN :
1948-3414
DOI :
10.1109/CAR.2010.5456784