Articoli correlati a Optimized Deep Learning for Medical Image Retrieval...

Optimized Deep Learning for Medical Image Retrieval and Classification: A Framework - Brossura

D, Bhanu Mahesh; Ch, Bindu Madhuri; D, Rajya Lakshmi

 
9786207479771: Optimized Deep Learning for Medical Image Retrieval and Classification: A Framework
Brossura
ISBN 10: 6207479777 ISBN 13: 9786207479771
Casa editrice: LAP LAMBERT Academic Publishing, 2026

Sinossi

Computer Aided Diagnosis (CAD) has been a key research area for a decade. CAD systems can help to detect and classify diseases by automating/semi-automating medical image analysis. Computer Aided Diagnosis deals with different medical image modalities and comprises two main functionalities. One is image retrieval, i.e. retrieving similar kinds of images and the second is classification for a given input image. Medical images come in various modalities (e.g., X-ray, MRI, CT scans) and formats, leading to challenges in developing a unified approach for feature extraction, retrieval, and classification across diverse image types which are essential for developing CAD systems. Traditional retrieval methods such as text annotation and histogram-based approaches suffer from several critical drawbacks. This work focuses on developing Content-Based Medical Image Retrieval (CBMIR) and Classification models which can be used in developing efficient CAD systems and in turn can provide complete assistance to radiologists and doctors in diagnosing diseases effectively.

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Editore
LAP LAMBERT Academic Publishing
Data di pubblicazione
2026
Lingua
Inglese
ISBN 10 
6207479777
ISBN 13 
9786207479771
Rilegatura
Copertina flessibile
Numero di pagine
200
Contatto del produttore
non disponibile
Persona responsabile
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