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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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Authors
KEKKARLA MADHU,CH.ASHWIJ KUMAR,B.SUSHANTH REDDY,M.KRISHNA TEJA
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Keywords
Image Retrieval, Content Based Image Retrieval, Convolutional Neural Network, Deep Learning, Feature Extraction, AlexNet.
Abstract
Content-based image retrieval (CBIR) focuses on identifying similar images from extensive datasets based on a query image. Traditionally, the similarity between the representative features of the query image and those in the dataset has been utilized to rank images for retrieval. In the early stages of CBIR, various hand-designed feature descriptors were explored, relying on visual cues such as color, texture, and shape to represent images. However, over the past decade, deep learning has emerged as a powerful alternative to hand- crafted feature engineering, as it automatically learns features from data, significantly enhancing retrieval performance. This project provides a comprehensive survey of deep learning advancements in content-based image retrieval over the last ten years. It categorizes existing state-of-the-art methods from multiple perspectives to facilitate a deeper understanding of the field's progress. The taxonomy employed in this survey encompasses various types of supervision, networks, descriptors, and retrieval methods. Additionally, a performance analysis of these state-of-the- art techniques is conducted, offering valuable insights for researchers to track advancements and make informed decisions. The findings presented in this project aim to support further research and development in image retrieval using deep learning methodologies.
IJCRT's Publication Details
Unique Identification Number - IJCRT25A5163
Paper ID - 286949
Author type - Indian Author
Page Number(s) - k180-k184
Pubished in - Volume 13 | Issue 5 | May 2025
DOI (Digital Object Identifier) -
No Of Downloads - 82
Author Country - India, 501401, INDIA, INDIA, 501401, Science and Technology
Publisher Name - IJPUBLICATION | www.ijcrt.org | ISSN : 2320-2882
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KEKKARLA MADHU,CH.ASHWIJ KUMAR,B.SUSHANTH REDDY,M.KRISHNA TEJA, "CONTENT BASED IMAGE RETRIEVAL USING DEEP LEARNING", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 5, pp.k180-k184, May 2025, Available at :http://www.ijcrt.org/papers/IJCRT25A5163.pdf
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The International Journal of Creative Research Thoughts (IJCRT) aims to explore advances in research pertaining to applied, theoretical and experimental Technological studies.
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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