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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...

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Autores principales: Chugh, Himani, Gupta, Sheifali, Garg, Meenu, Gupta, Deepali, Juneja, Sapna, Turabieh, Hamza, Na, Yogita, Kiros Bitsue, Zelalem
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
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.
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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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