Articles liés à Optimized Deep Learning for Medical Image Retrieval...

Optimized Deep Learning for Medical Image Retrieval and Classification - Couverture souple

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

 
9786207479771: Optimized Deep Learning for Medical Image Retrieval and Classification
Couverture souple
ISBN 10 : 6207479777 ISBN 13 : 9786207479771
Editeur : LAP Lambert Academic Publishing, 2026

Synopsis

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP Lambert Academic Publishing
Date d'édition
2026
Langue
anglais
ISBN 10 
6207479777
ISBN 13 
9786207479771
Reliure
Broché
Nombre de pages
200
Coordonnées du fabricant
non disponible
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