Title :
Real-Time Multi-Frame Analysis of Dominant Translation
Author :
Sibiryakov, Alexander ; Bober, Miroslaw
Author_Institution :
Visual Inf. Lab., Mutsubishi Electr., Guildford
Abstract :
This paper describes an ultra-fast method for estimation of translational motion in video sequences. The method is based on the principle that 2D image translation results in translation of image projections. To obtain superior robustness and accuracy we developed a multi-frame extension, which robustly integrates motion information over time. Our method gives reliable results even when video images are blurred by significant and rapid motion and in the presence of independent local motions. The estimation process is very fast: on a standard desktop computer without using any hardware-or assembler-based optimization it works at a rate of 1400 fps (VGA frame size), exceeding real-time requirements and is typically 500 times faster than some prior art approaches, including 2D phase correlation. Our method also provides a very compact description of a video frame, applicable to motion analysis and other video processing tasks in low-cost DSP systems
Keywords :
image sequences; motion estimation; video signal processing; 2D image translation; 2D phase correlation; dominant translation; image projections; motion analysis; motion information; real-time multiframe analysis; translational motion estimation; video frame; video processing; video sequences; Assembly; Fourier transforms; Frequency; Image converters; Laboratories; Motion estimation; Phase change materials; Phase estimation; Robustness; Video sequences;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.963