Title :
On multidimensional velocity filter banks for video-based motion analysis of world-coordinate objects
Author :
Schwerdtfeger, Tim ; Schauland, Sam ; Velten, Jörg ; Kummert, Anton
Author_Institution :
Fac. of Electr., Inf. & Media Eng., Univ. of Wuppertal, Wuppertal, Germany
Abstract :
Linear multidimensional filter theory provides an elegant way to analyse movement within image sequences, i.e. to separate objects moving in different directions or at different speeds. Due to its time-invariant transfer function a single filter is restricted to specific motions, for which reason a consecutively parameterized filter bank is needed to differentiate a broader set of movement. In this paper, an introduction to velocity filtering is given and unwanted side-effects are discussed, i.e. spatio-temporal ringing and perspective distortion. As a practical example a traffic scene is analysed by means of inverse perspective mapping followed by a velocity filter bank.
Keywords :
channel bank filters; image motion analysis; image sequences; video signal processing; image sequences; inverse perspective mapping; linear multidimensional filter theory; multidimensional velocity filter banks; parameterized filter bank; time invariant transfer function; video based motion analysis; world coordinate objects; Fourier transforms; Nonlinear distortion; Predistortion; Shape; Trajectory; Transfer functions; Visualization;
Conference_Titel :
Multidimensional (nD) Systems (nDs), 2011 7th International Workshop on
Conference_Location :
Poitiers
Print_ISBN :
978-1-61284-815-0
DOI :
10.1109/nDS.2011.6076837