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Advances in Medical Image Processing, Segmentation and Classification - Tapa dura

 
9783725841233: Advances in Medical Image Processing, Segmentation and Classification
Tapa dura
ISBN 10: 3725841233 ISBN 13: 9783725841233
Editorial: Mdpi AG, 2025

Sinopsis

Medical data typically include physiological signals, diagnostic images, and treatment histories, offering essential insights into patient conditions and outcomes. Computer-aided diagnosis (CAD) systems-used for detection, segmentation, and classification-are now key components of clinical workflows. These systems apply image processing techniques to ensure accurate analysis across CT, MRI, X-ray, and ultrasound scans. Artificial intelligence (AI), especially machine learning and deep learning, has further advanced CAD by enabling automated, accurate disease detection. Yet, the success of such models depends on large, annotated datasets and expertise in preprocessing, modeling, and validation. AI-driven CAD systems have shown strong potential in diverse clinical settings. Future work should prioritize multi-center data sharing, federated learning, few-shot learning, and explainable AI to enhance reliability and adaptability. Integrating AI with technologies like the Internet of Medical Things (IoMT) opens doors to real-time, scalable diagnostics. With continued innovation and rigorous validation, AI is set to become an essential part of clinical decision-making. This volume presents cutting-edge research and strategies to address current gaps, aiming to improve patient outcomes and advance global healthcare systems.

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Editorial
Mdpi AG
Año de publicación
2025
Idioma
Inglés
ISBN 10 
3725841233
ISBN 13 
9783725841233
Encuadernación
Tapa dura
Número de páginas
278
Editor
Mustafa Wan Azani, Alquran Hiam
Contacto del fabricante
no disponible
Persona responsable
no disponible