Title :
A pel-recursive segmentation and estimation algorithm for motion compensated image sequence coding
Author :
Driessen, Johannes N. ; Biemond, Jan ; Boekee, Dick E.
Author_Institution :
Dept. of Electr. Eng., Delft Univ. of Technol., Netherlands
Abstract :
An algorithm is proposed that estimates displacement vectors and segments each frame into three regions: unchanged, predictable, and unpredictable. The segmentation result is used for the adaptation of the causal window and the initial estimate, both essential estimation information. The algorithm consists of a two-stage detector where the stages are separated by a Wiener-based displacement estimator. The detectors are efficient, suboptimal, maximum a posteriori estimators of special first-order 2-D Markov random-field models. The detectors are shown to have a substantially improved performance compared with detectors previously used, and the prediction error is reduced compared with existing schemes. Initial experiments indicate good coding efficiency
Keywords :
encoding; filtering and prediction theory; picture processing; Wiener-based displacement estimator; causal window; displacement vectors; estimation algorithm; first-order 2-D Markov random-field models; motion compensated image sequence coding; pel-recursive segmentation; prediction error; two-stage detector; Data mining; Detectors; Image coding; Image segmentation; Image sequences; Image storage; Information theory; Markov random fields; Motion detection; Motion estimation;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1989. ICASSP-89., 1989 International Conference on
Conference_Location :
Glasgow
DOI :
10.1109/ICASSP.1989.266826