Multiscale Modeling and Estimation of Motion Fields for Video Coding (1997)
| Venue: | IEEE Transactions on Image Processing |
| Citations: | 16 - 5 self |
BibTeX
@ARTICLE{Moulin97multiscalemodeling,
author = {Pierre Moulin and John Woods},
title = {Multiscale Modeling and Estimation of Motion Fields for Video Coding},
journal = {IEEE Transactions on Image Processing},
year = {1997},
volume = {6},
pages = {1606--1620}
}
OpenURL
Abstract
We present a systematic approach to forward--motion--compensated predictive video coding. The first step is the definition of a flexible model that compactly represents motion fields. The inhomogeneity and spatial coherence properties of motion fields are captured using linear multiscale models. One possible design is based on linear finite elements and yields a multiscale extension of the Triangle Motion Compensation (TMC) method. The second step is the choice of a computational technique that identifies the coefficients of the linear model. We study a modified optical flow technique and minimize a cost function closely related to Horn and Schunck's criterion. The cost function balances accuracy and complexity of the motion--compensated predictor and is viewed as a measure of goodness of the motion field. It determines not only the coefficients of the model, but also the quantization method. We formulate the estimation and quantization problems jointly as a discrete optimization probl...







