P. Salembier et F. Marques, Region-based representations of image and video: Segmentation tools for multimedia services, IEEE CIR SV, 9(8), 1999, pp. 1147-1169
Citations number
69
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
This paper discusses region-based representations of image and video that a
re useful for multimedia services such as those supported by the MPEG-4 and
MPEG-7 standards. Classical tools related to the generation of the region-
based representations are discussed. After a description of the main proces
sing steps and the corresponding choices in terms of feature spaces, decisi
on spaces, and decision algorithms, the state of the art in segmentation is
reviewed. Mainly tools useful in the context of the MPEG-4 and MPEG-7 stan
dard are discussed. The review is structured around the strategies used by
the algorithms (transition based or homogeneity based) and the decision spa
ces (spatial, spatio-temporal, and temporal).
The second part of this paper proposes a partition tree representation of i
mages and introduces a processing strategy that involves a similarity estim
ation step followed by a partition creation step. This strategy tries to fi
nd a compromise between what can be done in a systematic and universal way
and what has to be application dependent, It is shown in particular how a s
ingle partition tree created with an extremely simple similarity feature ca
n support a large number of segmentation applications: spatial segmentation
, motion estimation, region-based coding, semantic object extraction, and r
egion-based retrieval.