Abstract
A reference frame was selected from a video sequence, and corners were found by Harris operator. Corners were tracked by Lucas-Kanade optical flow which was based on Gaussian Pyramid, like this those corners were traced in the current frame. Then corresponding corner set between the reference frame and the current frame were obtained. An affine transformation matrix can be solved by those two corner sets above. Stabilized video sequence was got by affine transformation of current frame.
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References
Liu, Y.-H., Tu, D.: The digtal Image Stabilization Algorithm. 1994-2008 China Academic Journal Electronic Publishing House, 1006–9348, 07-0020-05 (2008) (in Chinese)
Xu, J.B., Po, L.M., Cheng, C.K.: Adaptive Motion Tracking Block Matching Algorithms for Video Coding. IEEE Trans. on Circuits and System for Video Technology 9(7), 1025–1029 (1999)
Wang, X., Li, Q., Xu, Z.: Real-Time Digital Image Stabilization System Based on Gray Projection Algorithm. Acta Photonica Sinica 35(8) (August 2006) (in Chinese)
Liu, D., Zhao, Y.-J., Yin, D.-S.: Digital image stabilization algorithm based on feature points tracking. Optical Technique 34(2) (March 2008) (in Chinese)
Harris, C., Stephens, M.: A Combined Corner and Edge Detector. In: Manchester Proceedings of the 4th Alvey Vision Conference, pp. 147–151 (1988)
Shi, J., Tomasi, C.: Good Features to Track. In: IEEE Conference on Computer Vision and Pattern Recognition, vol. 6 (1994)
Lucas, B.D., Kanade, T.: An iterative image registration technique with an application to stereo vision. In: Proceedings of the DARPA Image Understanding Workshop, pp. 121–130 (1981)
Gonzalez, R.C., Woods, R.E.: Digital Image Processing, 2nd edn., pp. 277–279. Publishing House of Electronics Industry (2003) (in Chinese)
Bradski, G., Kaebler, A.: Learning OpenCV computer Vision with the OpenCV Library, U.S.A, pp. 322–329 (2008)
Bouguet, J.-Y.: Pyramidal Implementation of the Lucas Kanade Feature Tracker Description of the algorithm. Intel Corporation Microprocessor Research Labs
Bouguet, J.-Y.: Pyramidal Implementation of the Affine Lucas Kanade Feature Tracker Description of the algorithm. Intel Corporation
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© 2011 Springer-Verlag Berlin Heidelberg
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Li, W., Hu, J., Li, Z., Tang, L., Li, C. (2011). Image Stabilization Based on Harris Corners and Optical Flow. In: Xiong, H., Lee, W.B. (eds) Knowledge Science, Engineering and Management. KSEM 2011. Lecture Notes in Computer Science(), vol 7091. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-25975-3_34
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DOI: https://doi.org/10.1007/978-3-642-25975-3_34
Publisher Name: Springer, Berlin, Heidelberg
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