Design of Jitter Compensation Algorithm for Robot Vision Based on Optical Flow and Kalman Filter

Joint Authors

Jin, Yinglian
Shao, D. L.
Xu, Y.
Wang, Binrui

Source

The Scientific World Journal

Issue

Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-7, 7 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2014-01-29

Country of Publication

Egypt

No. of Pages

7

Main Subjects

Medicine
Information Technology and Computer Science

Abstract EN

Image jitters occur in the video of the autonomous robot moving on bricks road, which will reduce robot operation precision based on vision.

In order to compensate the image jitters, the affine transformation kinematics were established for obtaining the six image motion parameters.

The feature point pair detecting method was designed based on Eigen-value of the feature windows gradient matrix, and the motion parameters equation was solved using the least square method and the matching point pairs got based on the optical flow.

The condition number of coefficient matrix was proposed to quantificationally analyse the effect of matching errors on parameters solving errors.

Kalman filter was adopted to smooth image motion parameters.

Computing cases show that more point pairs are beneficial for getting more precise motion parameters.

The integrated jitters compensation software was developed with feature points detecting in subwindow.

And practical experiments were conducted on two mobile robots.

Results show that the compensation costing time is less than frame sample time and Kalman filter is valid for robot vision jitters compensation.

American Psychological Association (APA)

Wang, Binrui& Jin, Yinglian& Shao, D. L.& Xu, Y.. 2014. Design of Jitter Compensation Algorithm for Robot Vision Based on Optical Flow and Kalman Filter. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-7.
https://search.emarefa.net/detail/BIM-1048400

Modern Language Association (MLA)

Wang, Binrui…[et al.]. Design of Jitter Compensation Algorithm for Robot Vision Based on Optical Flow and Kalman Filter. The Scientific World Journal No. 2014 (2014), pp.1-7.
https://search.emarefa.net/detail/BIM-1048400

American Medical Association (AMA)

Wang, Binrui& Jin, Yinglian& Shao, D. L.& Xu, Y.. Design of Jitter Compensation Algorithm for Robot Vision Based on Optical Flow and Kalman Filter. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-7.
https://search.emarefa.net/detail/BIM-1048400

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1048400