Evaluation of morphological hierarchies for supervised segmentation
International audience We propose a quantitative evaluation of morphological hierarchies (quasi-flat zones, constraint connectivity, watersheds, observation scale) in a novel framework based on the marked segmentation problem. We created a set of automatically generated markers for the one object im...
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ftecoleponts:oai:HAL:hal-01142072v1 2024-06-09T07:47:07+00:00 Evaluation of morphological hierarchies for supervised segmentation Perret, Benjamin Cousty, Jean Rivera Ura, Jean Carlo Guimarães, Silvio Jamil F. Laboratoire d'Informatique Gaspard-Monge (LIGM) Université Paris-Est Marne-la-Vallée (UPEM)-École des Ponts ParisTech (ENPC)-ESIEE Paris-Fédération de Recherche Bézout (BEZOUT) Centre National de la Recherche Scientifique (CNRS)-Centre National de la Recherche Scientifique (CNRS)-Centre National de la Recherche Scientifique (CNRS) Audio-visual Information Processing Lab Sao Gabriel (VIPLAB) Pontifical Catholic University of Minas Gerais Belo Horizonte Benediktsson, J.A. Chanussot, J. Najman, L. Talbot, H ANR-10-BLAN-0205,KIDICO,Intégration des connaissances pour la convolution discrète, la segmentation et la reconstruction d'informations dans les images digitales(2010) Reykjavik, Iceland 2015-05-26 https://hal.science/hal-01142072 https://hal.science/hal-01142072/document https://hal.science/hal-01142072/file/Perret%20-%20ISMM%202015%20-%20Evaluation%20Hierarchies.pdf https://doi.org/10.1007/978-3-319-18720-4_4 en eng HAL CCSD Springer info:eu-repo/semantics/altIdentifier/doi/10.1007/978-3-319-18720-4_4 hal-01142072 https://hal.science/hal-01142072 https://hal.science/hal-01142072/document https://hal.science/hal-01142072/file/Perret%20-%20ISMM%202015%20-%20Evaluation%20Hierarchies.pdf doi:10.1007/978-3-319-18720-4_4 info:eu-repo/semantics/OpenAccess Lecture Notes in Computer Science (LNCS) 12th International Symposium on Mathematical Morphology https://hal.science/hal-01142072 12th International Symposium on Mathematical Morphology, May 2015, Reykjavik, Iceland. pp.39-50, ⟨10.1007/978-3-319-18720-4_4⟩ hierarchy supervised segmentation morphology [INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV] info:eu-repo/semantics/conferenceObject Conference papers 2015 ftecoleponts https://doi.org/10.1007/978-3-319-18720-4_4 2024-05-16T13:34:51Z International audience We propose a quantitative evaluation of morphological hierarchies (quasi-flat zones, constraint connectivity, watersheds, observation scale) in a novel framework based on the marked segmentation problem. We created a set of automatically generated markers for the one object image datasets of Grabcut and Weizmann. In order to evaluate the hierarchies , we applied the same segmentation strategy by combining several parameters and markers. Our results, which shows important differences among the considered hierarchies, give clues to understand the behaviour of each method in order to choose the best one for a given application. The code and the marker datasets are available online. Conference Object Iceland École des Ponts ParisTech: HAL 39 50 |
institution |
Open Polar |
collection |
École des Ponts ParisTech: HAL |
op_collection_id |
ftecoleponts |
language |
English |
topic |
hierarchy supervised segmentation morphology [INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV] |
spellingShingle |
hierarchy supervised segmentation morphology [INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV] Perret, Benjamin Cousty, Jean Rivera Ura, Jean Carlo Guimarães, Silvio Jamil F. Evaluation of morphological hierarchies for supervised segmentation |
topic_facet |
hierarchy supervised segmentation morphology [INFO.INFO-TI]Computer Science [cs]/Image Processing [eess.IV] |
description |
International audience We propose a quantitative evaluation of morphological hierarchies (quasi-flat zones, constraint connectivity, watersheds, observation scale) in a novel framework based on the marked segmentation problem. We created a set of automatically generated markers for the one object image datasets of Grabcut and Weizmann. In order to evaluate the hierarchies , we applied the same segmentation strategy by combining several parameters and markers. Our results, which shows important differences among the considered hierarchies, give clues to understand the behaviour of each method in order to choose the best one for a given application. The code and the marker datasets are available online. |
author2 |
Laboratoire d'Informatique Gaspard-Monge (LIGM) Université Paris-Est Marne-la-Vallée (UPEM)-École des Ponts ParisTech (ENPC)-ESIEE Paris-Fédération de Recherche Bézout (BEZOUT) Centre National de la Recherche Scientifique (CNRS)-Centre National de la Recherche Scientifique (CNRS)-Centre National de la Recherche Scientifique (CNRS) Audio-visual Information Processing Lab Sao Gabriel (VIPLAB) Pontifical Catholic University of Minas Gerais Belo Horizonte Benediktsson, J.A. Chanussot, J. Najman, L. Talbot, H ANR-10-BLAN-0205,KIDICO,Intégration des connaissances pour la convolution discrète, la segmentation et la reconstruction d'informations dans les images digitales(2010) |
format |
Conference Object |
author |
Perret, Benjamin Cousty, Jean Rivera Ura, Jean Carlo Guimarães, Silvio Jamil F. |
author_facet |
Perret, Benjamin Cousty, Jean Rivera Ura, Jean Carlo Guimarães, Silvio Jamil F. |
author_sort |
Perret, Benjamin |
title |
Evaluation of morphological hierarchies for supervised segmentation |
title_short |
Evaluation of morphological hierarchies for supervised segmentation |
title_full |
Evaluation of morphological hierarchies for supervised segmentation |
title_fullStr |
Evaluation of morphological hierarchies for supervised segmentation |
title_full_unstemmed |
Evaluation of morphological hierarchies for supervised segmentation |
title_sort |
evaluation of morphological hierarchies for supervised segmentation |
publisher |
HAL CCSD |
publishDate |
2015 |
url |
https://hal.science/hal-01142072 https://hal.science/hal-01142072/document https://hal.science/hal-01142072/file/Perret%20-%20ISMM%202015%20-%20Evaluation%20Hierarchies.pdf https://doi.org/10.1007/978-3-319-18720-4_4 |
op_coverage |
Reykjavik, Iceland |
genre |
Iceland |
genre_facet |
Iceland |
op_source |
Lecture Notes in Computer Science (LNCS) 12th International Symposium on Mathematical Morphology https://hal.science/hal-01142072 12th International Symposium on Mathematical Morphology, May 2015, Reykjavik, Iceland. pp.39-50, ⟨10.1007/978-3-319-18720-4_4⟩ |
op_relation |
info:eu-repo/semantics/altIdentifier/doi/10.1007/978-3-319-18720-4_4 hal-01142072 https://hal.science/hal-01142072 https://hal.science/hal-01142072/document https://hal.science/hal-01142072/file/Perret%20-%20ISMM%202015%20-%20Evaluation%20Hierarchies.pdf doi:10.1007/978-3-319-18720-4_4 |
op_rights |
info:eu-repo/semantics/OpenAccess |
op_doi |
https://doi.org/10.1007/978-3-319-18720-4_4 |
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39 |
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50 |
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