[PDF][PDF] Deep learning feature based medical image retrieval for large-scale datasets

NF Haq, M Moradi, ZJ Wang - people.ece.ubc.ca
Automated content based methods for retrieval of similar images serve as efficient
management tools for handling large amounts of data. In medical imaging, they can also be …

A deep community based approach for large scale content based X-ray image retrieval

NF Haq, M Moradi, ZJ Wang - Medical Image Analysis, 2021 - Elsevier
A computer assisted system for automatic retrieval of medical images with similar image
contents can serve as an efficient management tool for handling and mining large scale …

Content-based medical image retrieval based on deep features expansion

M Rashad, I Afifi, M Abdelfatah - 2022 5th International …, 2022 - ieeexplore.ieee.org
The collections of various digital image databases have significantly grown and many users
have recognized that finding and recovering important images from large collections is a …

Image retrieval in big image data

S Conjeti, S Demirci, V Christlein - Medical Image Analysis, 2024 - Elsevier
Image retrieval is a common technique to find similar images in a dataset given a query
image. Given such an image, this can for example be used to find images showing similar …

Large-scale retrieval for medical image analytics: A comprehensive review

Z Li, X Zhang, H Müller, S Zhang - Medical image analysis, 2018 - Elsevier
Over the past decades, medical image analytics was greatly facilitated by the explosion of
digital imaging techniques, where huge amounts of medical images were produced with …

A sequential search-space shrinking using CNN transfer learning and a Radon projection pool for medical image retrieval

A Khatami, M Babaie, HR Tizhoosh, A Khosravi… - expert systems with …, 2018 - Elsevier
Closing the semantic gap in medical image analysis is critical. Access to large-scale
datasets might help to narrow the gap. However, large and balanced datasets may not …

A framework for medical image retrieval using machine learning and statistical similarity matching techniques with relevance feedback

MM Rahman, P Bhattacharya… - IEEE transactions on …, 2007 - ieeexplore.ieee.org
A content-based image retrieval (CBIR) framework for diverse collection of medical images
of different imaging modalities, anatomic regions with different orientations and biological …

[PDF][PDF] Content Based Medical Image Retrieval Using Deep Learning Algorithms

K Saminathan - J. Data Acquisition Process., 2023 - sjcjycl.cn
Content Based Medical Image Retrieval (CBMIR) is a technique that search relevant images
in large repositories according to the content of the query image which is based on selected …

Deep learning in content-based medical image retrieval

H Singh, P Kaushal, M Garg… - … , Machine Learning, and …, 2021 - taylorfrancis.com
This chapter proposes a deep learning system for medical image retrieval based on content
by training a profound convolutionary neural network for the purpose of classification. The …

Parallel deep solutions for image retrieval from imbalanced medical imaging archives

A Khatami, M Babaie, A Khosravi, HR Tizhoosh… - Applied Soft …, 2018 - Elsevier
Learning and extracting representative features along with similarity measurements in high
dimensional feature spaces is a critical task. Moreover, the problem of how to bridge the …