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Abstract:

Mathematical Morphology proposes to extract shapes from images as connected components of level sets. These methods prove very suitable for shape recognition and analysis. We present a method to select the perceptually significant (i.e., contrasted) level lines (boundaries of level sets), using the Helmholtz principle as first proposed by Desolneux et al. Contrarily to the classical formulation by Desolneux et al. where level lines must be entirely salient, the proposed method allows to detect partially salient level lines, thus resulting in more robust and more stable detections. We then tackle the problem of combining two gestalts as a measure of saliency and propose a method that reinforces detections. Results in natural images show the good performance of the proposed methods. © 2013 Springer Science+Business Media New York.

Registro:

Documento: Artículo
Título:On the role of contrast and regularity in perceptual boundary saliency
Autor:Tepper, M.; Musé, P.; Almansa, A.
Filiación:Departamento de Computación, Facultad de Ciencias Exactas y Naturales, Ciudad Universitaria, Pabellon I, 1428 Buenos Aires, Argentina
Department of Electrical and Computer Engineering, Duke University, 130 Hudson Hall, Durham, NC 27708, United States
Instituto de Ingeniería Eléctrica, Facultad de Ingeniería, Universidad de la República, Julio Herrera y Reissig 565, 11300 Montevideo, Uruguay
LTCI-Telecom ParisTech, CNRS, 46 rue Barrault, 75634 Paris Cedex 13, France
Palabras clave:Edge detection; Helmholtz principle; Level lines; Topographic maps; Edge detection; Maps; Mathematical morphology; Connected component; Helmholtz principle; Level lines; Level Set; Natural images; Shape recognition; Topographic map; Numerical methods
Año:2014
Volumen:48
Número:3
Página de inicio:396
Página de fin:412
DOI: http://dx.doi.org/10.1007/s10851-012-0411-6
Título revista:Journal of Mathematical Imaging and Vision
Título revista abreviado:J Math Imaging Vision
ISSN:09249907
CODEN:JMIVE
Registro:https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_09249907_v48_n3_p396_Tepper

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Citas:

---------- APA ----------
Tepper, M., Musé, P. & Almansa, A. (2014) . On the role of contrast and regularity in perceptual boundary saliency. Journal of Mathematical Imaging and Vision, 48(3), 396-412.
http://dx.doi.org/10.1007/s10851-012-0411-6
---------- CHICAGO ----------
Tepper, M., Musé, P., Almansa, A. "On the role of contrast and regularity in perceptual boundary saliency" . Journal of Mathematical Imaging and Vision 48, no. 3 (2014) : 396-412.
http://dx.doi.org/10.1007/s10851-012-0411-6
---------- MLA ----------
Tepper, M., Musé, P., Almansa, A. "On the role of contrast and regularity in perceptual boundary saliency" . Journal of Mathematical Imaging and Vision, vol. 48, no. 3, 2014, pp. 396-412.
http://dx.doi.org/10.1007/s10851-012-0411-6
---------- VANCOUVER ----------
Tepper, M., Musé, P., Almansa, A. On the role of contrast and regularity in perceptual boundary saliency. J Math Imaging Vision. 2014;48(3):396-412.
http://dx.doi.org/10.1007/s10851-012-0411-6