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Image Retrieval Using Different Distance Methods and Color Difference Histogram Descriptor for Human Healthcare
As multimedia technology is developing and growing these days, the use of an enormous number of images and its datasets is likewise expanding at a quick rate. Such datasets can be utilized for the purpose of image retrieval. This research focuses on extraction of similar images established on its di...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8938070/ https://www.ncbi.nlm.nih.gov/pubmed/35320996 http://dx.doi.org/10.1155/2022/9523009 |
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author | Chugh, Himani Gupta, Sheifali Garg, Meenu Gupta, Deepali Juneja, Sapna Turabieh, Hamza Na, Yogita Kiros Bitsue, Zelalem |
author_facet | Chugh, Himani Gupta, Sheifali Garg, Meenu Gupta, Deepali Juneja, Sapna Turabieh, Hamza Na, Yogita Kiros Bitsue, Zelalem |
author_sort | Chugh, Himani |
collection | PubMed |
description | As multimedia technology is developing and growing these days, the use of an enormous number of images and its datasets is likewise expanding at a quick rate. Such datasets can be utilized for the purpose of image retrieval. This research focuses on extraction of similar images established on its different features for the image retrieval purpose from huge dataset of images. In this paper initially, the query image is searched within the available dataset and, then, the color difference histogram (CDH) descriptor is employed to retrieve the images from database. The basic characteristic of CDH is that it counts the color difference stuck among two distinct labels in the L(∗)a(∗)b(∗) color space. This method is experimented on random images used for various medical purposes. Various unlike features of an image are extracted via different distance methods. The precision rate, recall rate, and F-measure are all used to evaluate the system's performance. Comparative analysis in terms of F-measure is also made to check for the best distance method used for retrieval of images. |
format | Online Article Text |
id | pubmed-8938070 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-89380702022-03-22 Image Retrieval Using Different Distance Methods and Color Difference Histogram Descriptor for Human Healthcare Chugh, Himani Gupta, Sheifali Garg, Meenu Gupta, Deepali Juneja, Sapna Turabieh, Hamza Na, Yogita Kiros Bitsue, Zelalem J Healthc Eng Research Article As multimedia technology is developing and growing these days, the use of an enormous number of images and its datasets is likewise expanding at a quick rate. Such datasets can be utilized for the purpose of image retrieval. This research focuses on extraction of similar images established on its different features for the image retrieval purpose from huge dataset of images. In this paper initially, the query image is searched within the available dataset and, then, the color difference histogram (CDH) descriptor is employed to retrieve the images from database. The basic characteristic of CDH is that it counts the color difference stuck among two distinct labels in the L(∗)a(∗)b(∗) color space. This method is experimented on random images used for various medical purposes. Various unlike features of an image are extracted via different distance methods. The precision rate, recall rate, and F-measure are all used to evaluate the system's performance. Comparative analysis in terms of F-measure is also made to check for the best distance method used for retrieval of images. Hindawi 2022-03-14 /pmc/articles/PMC8938070/ /pubmed/35320996 http://dx.doi.org/10.1155/2022/9523009 Text en Copyright © 2022 Himani Chugh et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Chugh, Himani Gupta, Sheifali Garg, Meenu Gupta, Deepali Juneja, Sapna Turabieh, Hamza Na, Yogita Kiros Bitsue, Zelalem Image Retrieval Using Different Distance Methods and Color Difference Histogram Descriptor for Human Healthcare |
title | Image Retrieval Using Different Distance Methods and Color Difference Histogram Descriptor for Human Healthcare |
title_full | Image Retrieval Using Different Distance Methods and Color Difference Histogram Descriptor for Human Healthcare |
title_fullStr | Image Retrieval Using Different Distance Methods and Color Difference Histogram Descriptor for Human Healthcare |
title_full_unstemmed | Image Retrieval Using Different Distance Methods and Color Difference Histogram Descriptor for Human Healthcare |
title_short | Image Retrieval Using Different Distance Methods and Color Difference Histogram Descriptor for Human Healthcare |
title_sort | image retrieval using different distance methods and color difference histogram descriptor for human healthcare |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8938070/ https://www.ncbi.nlm.nih.gov/pubmed/35320996 http://dx.doi.org/10.1155/2022/9523009 |
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