Title :
Velocity selective filters recursively implemented in the spatiotemporal domain
Author :
Ambellouis, Sébastien ; Cabestaing, François ; Postaire, Jack-Gérard
Author_Institution :
LEOST Lab., France
fDate :
6/1/2006 12:00:00 AM
Abstract :
Energy-based methods for motion estimation in image sequences process the input data either in the spatiotemporal or in the frequency domain. In both cases, the algorithms already described in the literature often require a huge number of elementary operations. In this paper, we describe a class of velocity selective filters which yield an accurate detection of the edges moving in the sequence. We first present a filtering scheme based on a convolution operation computed on a finite size neighborhood and describe its properties in the spatiotemporal and frequency domains. Then, we show that filters with similar properties can be implemented recursively, i.e., as convolutions computed on infinite-size neighborhoods. As an example, we finally show the filters´ responses in the case of two superimposed translational motions.
Keywords :
convolution; edge detection; filtering theory; frequency-domain analysis; image motion analysis; image sequences; recursive filters; spatiotemporal phenomena; convolution method; edge detection; energy-based methods; filtering scheme; frequency domain method; image motion analysis; image sequences; infinite-size neighborhoods; motion estimation; recursive filters; spatiotemporal domain; velocity selective filters; Convolution; Equations; Fourier transforms; Frequency domain analysis; Gabor filters; Image sequences; Motion analysis; Motion estimation; Nonlinear filters; Spatiotemporal phenomena; Energy-based methods; motion analysis; recursive implementation; velocity selective filters; Algorithms; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Information Storage and Retrieval; Movement; Subtraction Technique; Video Recording;
Journal_Title :
Image Processing, IEEE Transactions on
DOI :
10.1109/TIP.2006.873463