J. Benoispineau et al., HIERARCHICAL SEGMENTATION OF VIDEO SEQUENCES FOR CONTENT MANIPULATIONAND ADAPTIVE CODING, Signal processing, 66(2), 1998, pp. 181-201
The problem of unsupervised hierarchical segmentation of video content
is discussed. A segmentation approach combining local spatial homogen
eity with motion homogeneity is proposed. Motion is the main character
istic which allows the decomposition of video sequences into a nested
hierarchy of representation levels, each of them corresponding to a sp
ecified quality of motion compensation in terms of a proposed criterio
n. Two strategies of construction of such a hierarchy are studied. The
first, a purely bottom-up approach, favours local motion homogeneity
and constructs a hierarchical representation starting from the most de
tailed (gray-level based) segmentation then progressively merging the
region primitives. The second, a cooperative strategy, uses a global m
otion analysis to guide the bottom-up approach. Results on test sequen
ces MPEG ISO SC29/WG11 show interesting performances of such technique
s for an automatic construction of hierarchical representations of tim
e-varying images, allowing for flexible access and manipulation of vid
eo content. (C) 1998 Elsevier Science B.V. All rights reserved.