Brain Region Segmentation: From Convolutional Neural Networks to Next-Gen Solutions

Naz, Rahat; Ansari, Mohd. Aquib

ISBN 10: 6208419476 / ISBN 13: 9786208419479

Editore: LAP LAMBERT Academic Publishing, 2024

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Codice articolo 409435715

Dati bibliografici

• Titolo: Brain Region Segmentation: From Convolutional Neural Networks to Next-Gen Solutions
• Editore: LAP LAMBERT Academic Publishing
• Data di pubblicazione: 2024
• Lingua: Inglese
• ISBN 10: 6208419476
• ISBN 13: 9786208419479
• Rilegatura: Brossura
• Condizione: New

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Riassunto

This book explores the crucial field of Brain Region Segmentation, a cornerstone of accurate MRI analysis and diagnosis. Discover how cutting-edge research, implemented within the powerful MATLAB environment, leverages machine learning and deep learning techniques, including Convolutional Neural Networks (CNNs). Witness the groundbreaking innovation of integrating Weighted Least Squares (WLS) filtering with Semantic Segmentation, pushing the boundaries of accuracy and minimizing Mean Squared Error (MSE). Delve into a research domain with immense potential, offering invaluable insights for scientists and researchers worldwide. This book is a must-read for researchers in medical imaging and neuroscience, students and professionals in computer vision and machine learning, and anyone interested in advancing the frontiers of brain analysis. Experience the future of brain region segmentation.