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利用Gabor滤波的相位图像进行光流估计 被引量:5

Estimation of Optical Flow for Phase Image Using Gabor Filter Banks
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摘要 提出一种联合Gabor滤波器和加权最小二乘法估计序列图像光流的方法,用Gabor滤波器的滤波结果作为新的图像特征来计算空间和时间相位梯度.为了获得较为精确的结果,用加权最小二乘法来估计序列图像的光流.实验结果表明,文中算法在光流的计算精度上要优于Lucas,Fleet等的方法. In the paper, a new algorithm for estimating the optical flow of image sequences is presented, by combining Gabor filter banks with weighted least-squares. The results of Gabor filter banks are used as the new features of image for the computation of the spatial-temporal phase gradient. In order to obtain more accurate results, the optical flow of sequence image is estimated by the method of weighted leastsquares. The results of the experiments indicate that more accurate results of optical estimation can be obtained compared with the methods suggested by Lucas, Fleet, et al.
出处 《计算机辅助设计与图形学学报》 EI CSCD 北大核心 2005年第10期2157-2161,共5页 Journal of Computer-Aided Design & Computer Graphics
基金 香港特区政府研究资助局资助项目(CUHK/4180/01E CUHK/1/00C)
关键词 光流 GABOR滤波器 相位梯度 加权最小二乘法 optical flow Gabor filter banks phase gradient weighted least-squares
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参考文献9

  • 1Horn B K P, Schunck B G. Determining optical flow [J].Artificial Intelligence, 1981, 17:185~203.
  • 2Lucas B D, Kanade T. An iterative image registration technique with an application to stereo vision [A]. In: Hayes P J, ed.Proceedings of the 7th International Joint Conference on Artificial Intelligence [C]. Vancouver: Morgan Kaufmann Publishers, 1981. 674~679.
  • 3Anandan P. A computational framework and an algorithm for the measurement of visual motion [J]. International Journal of Computer Vision, 1989, 2(3): 283~310.
  • 4Fleet D J, Jepson A D. Computation of component image velocity from local phase information [J]. International Journal of Computer Vision, 1990, 5(1): 77~104.
  • 5Barron J L, Fleet D J, Beauchemin S. Performance of optical flow techniques [J]. International Journal of Computer Vision,1994, 12(1): 43~77.
  • 6Gautama T, van Hulle M M. A phase-based approach to the estimation of the optical flow field using spatial filtering [J].IEEE Transactions on Neural Networks, 2002, 13(5): 1127~1136.
  • 7Chen L F, Liao H Y M, Lin J C. Wavelet-based optical flow estimation [ J]. IEEE Transactions on Circuits and Systems for Video Technology, 2002, 12(1): 1~12.
  • 8Gabor D. Theory of communication [J]. Journal of the IEEE,1946, 9(3): 429~457.
  • 9Daugman J G. Uncertainty relation for resolution in space,spatial frequency, and orientation optimized by two-dimensional visual cortical filter [J]. Journal of the Optical Society of America A, 1985, 2(7): 1160~1169.

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