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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2014
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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 |
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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 |
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