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

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

Softcover

ISBN 10: 6207479777 ISBN 13: 9786207479771

Verlag: LAP LAMBERT Academic Publishing, 2026

Inhaltsangabe

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.

Über diesen Titel

Über die Autorin bzw. den Autor

Dr. D. Bhanu Mahesh is an academician and researcher with expertise in computer science and engineering, specializing in medical image processing, deep learning, computer-aided diagnosis, and optimization algorithms. His research interests includes development of intelligent systems and AI.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2026
• Sprache: Englisch
• ISBN 10: 6207479777
• ISBN 13: 9786207479771
• Einband: Taschenbuch
• Anzahl der Seiten: 200
• Kontakt zum Hersteller: Betascript Publishing; customerservice@vdm-vsg.de; ; Brivibas gatve 197; Riga; 1039; Lettland