Title :
3-D Infinite Frequency Resolution Analysis and Spatiotemporal Spectrum of a Moving Object
Author :
Ueda, Takaaki ; Hirobayashi, Shigeki
Author_Institution :
Grad. Sch. of Sci. an Eng., Univ. of Toyama, Toyama, Japan
Abstract :
A movie may be represented as a three-dimensional (3-D) signal and as a spatiotemporal spectrum in a 3-D frequency domain. Most spatiotemporal spectra lie on a theoretical motion plane when an object moves at a uniform velocity in a movie. By calculating the slope of this plane, we can estimate the velocity of the moving object. However, the spatiotemporal spectrum of a frequency analysis method such as a Fast Fourier Transform (FFT), is not always distributed on the theoretical motion plane and depends on the resolution of the frequency analysis method used. Consequently, FFT methods cannot be used for accurate analysis because of the influence of the analysis window. In this study, we develop 3D infinite frequency resolution analysis (IFRA) by extending IFRA as a high-frequency resolution analysis method. To confirm how close the spectrum exists to the theoretical motion plane, we compare 3-D IFRA with 3-D FFT by calculating the variance. It is found that most of the 3-D IFRA spectra are almost on the theoretical motion plane.
Keywords :
fast Fourier transforms; frequency-domain analysis; image resolution; image sequences; motion estimation; spatiotemporal phenomena; 3D infinite frequency resolution analysis; fast Fourier transform; high-frequency resolution analysis method; image sequence; movie; object motion estimation; spatiotemporal spectrum; theoretical motion plane; three-dimensional signal; Discrete Fourier transforms; Fast Fourier transforms; Frequency domain analysis; Harmonic analysis; Motion analysis; Motion estimation; Motion pictures; Signal analysis; Signal resolution; Spatiotemporal phenomena;
Conference_Titel :
Image and Signal Processing, 2009. CISP '09. 2nd International Congress on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-4129-7
Electronic_ISBN :
978-1-4244-4131-0
DOI :
10.1109/CISP.2009.5303637