Cargando…

A modified shape context method for shape based object retrieval

The complexity in shape context method and its simplification is addressed. A novel, but simple approach to design shape context method including Fourier Transform for the object recognition is described. Relevance of shape context, an important descriptor for the recognition process is detailed. In...

Descripción completa

Detalles Bibliográficos
Autores principales: Madireddy, Radhika Mani, Gottumukkala, Pardha Saradhi Varma, Murthy, Potukuchi Dakshina, Chittipothula, Satyanarayana
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4239253/
https://www.ncbi.nlm.nih.gov/pubmed/25485208
http://dx.doi.org/10.1186/2193-1801-3-674
_version_ 1782345574013468672
author Madireddy, Radhika Mani
Gottumukkala, Pardha Saradhi Varma
Murthy, Potukuchi Dakshina
Chittipothula, Satyanarayana
author_facet Madireddy, Radhika Mani
Gottumukkala, Pardha Saradhi Varma
Murthy, Potukuchi Dakshina
Chittipothula, Satyanarayana
author_sort Madireddy, Radhika Mani
collection PubMed
description The complexity in shape context method and its simplification is addressed. A novel, but simple approach to design shape context method including Fourier Transform for the object recognition is described. Relevance of shape context, an important descriptor for the recognition process is detailed. Inclusion of information regarding all the contour points (with respect to a reference point) in computing the distribution is discussed. Role of similarity checking the procedure details regarding the computation of matching errors through the alignment transform are discussed. Present case of shape context (for each point with respect to the centroid) descriptor is testified for its invariance to translation, rotation and scaling operations. Euclidean distance is used during the similarity matching. Modified shape context based descriptor is experimented over three standard databases. The results evidence the relative efficiency of the modified shape context based descriptor than that reported for other descriptor of concurrent interests.
format Online
Article
Text
id pubmed-4239253
institution National Center for Biotechnology Information
language English
publishDate 2014
publisher Springer International Publishing
record_format MEDLINE/PubMed
spelling pubmed-42392532014-12-05 A modified shape context method for shape based object retrieval Madireddy, Radhika Mani Gottumukkala, Pardha Saradhi Varma Murthy, Potukuchi Dakshina Chittipothula, Satyanarayana Springerplus Research The complexity in shape context method and its simplification is addressed. A novel, but simple approach to design shape context method including Fourier Transform for the object recognition is described. Relevance of shape context, an important descriptor for the recognition process is detailed. Inclusion of information regarding all the contour points (with respect to a reference point) in computing the distribution is discussed. Role of similarity checking the procedure details regarding the computation of matching errors through the alignment transform are discussed. Present case of shape context (for each point with respect to the centroid) descriptor is testified for its invariance to translation, rotation and scaling operations. Euclidean distance is used during the similarity matching. Modified shape context based descriptor is experimented over three standard databases. The results evidence the relative efficiency of the modified shape context based descriptor than that reported for other descriptor of concurrent interests. Springer International Publishing 2014-11-15 /pmc/articles/PMC4239253/ /pubmed/25485208 http://dx.doi.org/10.1186/2193-1801-3-674 Text en © Madireddy et al.; licensee Springer. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited.
spellingShingle Research
Madireddy, Radhika Mani
Gottumukkala, Pardha Saradhi Varma
Murthy, Potukuchi Dakshina
Chittipothula, Satyanarayana
A modified shape context method for shape based object retrieval
title A modified shape context method for shape based object retrieval
title_full A modified shape context method for shape based object retrieval
title_fullStr A modified shape context method for shape based object retrieval
title_full_unstemmed A modified shape context method for shape based object retrieval
title_short A modified shape context method for shape based object retrieval
title_sort modified shape context method for shape based object retrieval
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4239253/
https://www.ncbi.nlm.nih.gov/pubmed/25485208
http://dx.doi.org/10.1186/2193-1801-3-674
work_keys_str_mv AT madireddyradhikamani amodifiedshapecontextmethodforshapebasedobjectretrieval
AT gottumukkalapardhasaradhivarma amodifiedshapecontextmethodforshapebasedobjectretrieval
AT murthypotukuchidakshina amodifiedshapecontextmethodforshapebasedobjectretrieval
AT chittipothulasatyanarayana amodifiedshapecontextmethodforshapebasedobjectretrieval
AT madireddyradhikamani modifiedshapecontextmethodforshapebasedobjectretrieval
AT gottumukkalapardhasaradhivarma modifiedshapecontextmethodforshapebasedobjectretrieval
AT murthypotukuchidakshina modifiedshapecontextmethodforshapebasedobjectretrieval
AT chittipothulasatyanarayana modifiedshapecontextmethodforshapebasedobjectretrieval