Modeling and measuring the spatial relation "along": Regions, contours and fuzzy sets


Autoria(s): Takemura, Celina Maki; Cesar, Roberto M., Jr.; Bloch, Isabelle
Contribuinte(s)

UNIVERSIDADE DE SÃO PAULO

Data(s)

21/10/2013

21/10/2013

2012

Resumo

The analysis of spatial relations among objects in an image is an important vision problem that involves both shape analysis and structural pattern recognition. In this paper, we propose a new approach to characterize the spatial relation along, an important feature of spatial configurations in space that has been overlooked in the literature up to now. We propose a mathematical definition of the degree to which an object A is along an object B, based on the region between A and B and a degree of elongatedness of this region. In order to better fit the perceptual meaning of the relation, distance information is included as well. In order to cover a more wide range of potential applications, both the crisp and fuzzy cases are considered. In the crisp case, the objects are represented in terms of 2D regions or ID contours, and the definition of the alongness between them is derived from a visibility notion and from the region between the objects. However, the computational complexity of this approach leads us to the proposition of a new model to calculate the between region using the convex hull of the contours. On the fuzzy side, the region-based approach is extended. Experimental results obtained using synthetic shapes and brain structures in medical imaging corroborate the proposed model and the derived measures of alongness, thus showing that they agree with the common sense. (C) 2011 Elsevier Ltd. All rights reserved.

FAPESP

FAPESP

CNPq

CNPq

CAPES

CAPES

FINEP

FINEP

COFECUB

COFECUB

Identificador

PATTERN RECOGNITION, OXFORD, v. 45, n. 2, supl. 1, Part 8, pp. 757-766, FEB, 2012

0031-3203

http://www.producao.usp.br/handle/BDPI/35317

10.1016/j.patcog.2011.06.016

http://dx.doi.org/10.1016/j.patcog.2011.06.016

Idioma(s)

eng

Publicador

ELSEVIER SCI LTD

OXFORD

Relação

PATTERN RECOGNITION

Direitos

closedAccess

Copyright ELSEVIER SCI LTD

Palavras-Chave #SPATIAL RELATIONS #SPATIAL REASONING #STRUCTURAL PATTERN RECOGNITION #RECOGNITION #BINDING #COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE #ENGINEERING, ELECTRICAL & ELECTRONIC
Tipo

article

original article

publishedVersion