DocumentCode
1341012
Title
A morphological, affine, and Galilean invariant scale-space for movies
Author
Guichard, Frédéric
Author_Institution
Inrets-Dart, Arcueil, France
Volume
7
Issue
3
fYear
1998
fDate
3/1/1998 12:00:00 AM
Firstpage
444
Lastpage
456
Abstract
We study a model of multiscale analysis (or scale-space) applied to movies. This model comes from a thorough formalization that has been done in the theory of scale-space of static image. This formulation has led one to associate with each multiscale analysis a partial differential equation (PDE). We examine the case of movies, and insist on the motion aspects. More precisely, it has been proved by Alvarez, Guichard, Lions and Morel (1993) that there exists a unique affine and morphological and Galilean invariant scale-space for movies, the AMG model. This model is described by a partial differential equation. We focus on terms appearing in that equation. We show that this model provides a reliable definition of an optical multiscale acceleration. At the practical level, scale is interpreted as a way of characterizing reliable trajectories. As we prove by experiments, the AMG model is a riddle for decimating spurious trajectories due to any kinds of nonadditive impurities and noise. Simple discrete formulae are given to implement the model
Keywords
image sequences; mathematical morphology; motion estimation; partial differential equations; smoothing methods; AMG model; Galilean invariant scale-space; affine invariant scale-space; discrete formulae; experiments; image smoothing; morphological invariant scale-space; movies; multiscale analysis; noise; nonadditive impurities; optical flow; optical multiscale acceleration; partial differential equation; reliable trajectories; spurious trajectories; Acceleration; Cameras; Impurities; Motion analysis; Motion pictures; Optical noise; Partial differential equations; Smoothing methods; Stability; Trajectory;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/83.661194
Filename
661194
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