Title :
A robust method for block-based motion estimation in RGB-image sequences
Author :
Mecke, Rudiger ; Al Hamadi, Ayoub ; Michaelis, Bernd
Author_Institution :
Inst. for Meas. Technol. & Electron., Otto-von-Guericke-Univ., Magdeburg, Germany
Abstract :
In this paper the block-based motion analysis in monocular RGB-image sequences is considered. The motion analysis is realized using a combined matching criterion, that represents a robust similarity measure for image blocks in successive images. This criterion is calculated as a weighted combination of the 3 color-specific matching criteria. The weight of each of these channel-specific criteria is determined based on their reliability. The combined criterion is used to measure translational and rotational motion between 2 successive images. Assuming these measuring values, a model based recursive estimation technique (Kalman filter) is applied to estimate the position and the velocity of the respective region. In order to cope with problematic image situations (e.g. partial occlusion) an extension of the conventional filter by a recognition system is proposed. This system recognizes typical distorted matching criteria and controls the adaptation of the filter
Keywords :
Kalman filters; filtering theory; image matching; image sequences; motion estimation; recursive estimation; Kalman filter; block-based motion analysis; block-based motion estimation; channel-specific criteria; color-specific matching criteria; combined matching criterion; distorted matching criteria; image blocks; model based recursive estimation technique; monocular RGB-image sequences; motion analysis; partial occlusion; reliability; robust method; robust similarity measure; rotational motion; translational motion; Distortion measurement; Filters; Motion analysis; Motion estimation; Motion measurement; Position measurement; Recursive estimation; Robustness; Rotation measurement; Velocity measurement;
Conference_Titel :
Pattern Recognition, 1998. Proceedings. Fourteenth International Conference on
Conference_Location :
Brisbane, Qld.
Print_ISBN :
0-8186-8512-3
DOI :
10.1109/ICPR.1998.711231