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Synopsis
Image segmentation is a crucial aspect of clinical decision-making in the medical field. The integration of image segmentation techniques has dramatically enhanced healthcare delivery. Also, the advancement of deep learning, particularly Convolutional Neural Networks (CNNs), has brought about a significant transformation in medical image analysis. These advanced algorithms have shown exceptional abilities in identifying complex patterns and features in medical images, revolutionizing diagnostic imaging. However, the complexity and scale of these models present significant challenges. This requires a substantial amount of computational resources and expert knowledge for successful implementation. Addressing these challenges is crucial to fully exploit the potential of deep learning in the field of medical image segmentation. To address the challenges, this study combines metaheuristic optimization algorithms with deep learning. These algorithms, inspired by natural processes, provide an effective way to optimize the structure and parameters of CNNs, thus making the process of medical image segmentation more efficient.
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- ÉditeurLAP Lambert Academic Publishing
- Date d'édition2025
- ISBN 10 620844179X
- ISBN 13 9786208441791
- ReliureBroché
- Langueanglais
- Nombre de pages132
- Coordonnées du fabricantnon disponible
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Metaheuristic - Based Deep Learning for Medical Image Segmentation
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Omniscriptum, LAP Lambert Academic Publishing, 2025
ISBN 10 : 620844179X
ISBN 13 : 9786208441791
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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Image segmentation is a crucial aspect of clinical decision-making in the medical field. The integration of image segmentation techniques has dramatically enhanced healthcare delivery. Also, the advancement of deep learning, particularly Convolutional Neural Networks (CNNs), has brought about a significant transformation in medical image analysis. These advanced algorithms have shown exceptional abilities in identifying complex patterns and features in medical images, revolutionizing diagnostic imaging. However, the complexity and scale of these models present significant challenges. This requires a substantial amount of computational resources and expert knowledge for successful implementation. Addressing these challenges is crucial to fully exploit the potential of deep learning in the field of medical image segmentation. To address the challenges, this study combines metaheuristic optimization algorithms with deep learning. These algorithms, inspired by natural processes, provide an effective way to optimize the structure and parameters of CNNs, thus making the process of medical image segmentation more efficient. 132 pp. Englisch. N° de réf. du vendeur 9786208441791
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Metaheuristic - Based Deep Learning for Medical Image Segmentation : Theory and Applications
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LAP LAMBERT Academic Publishing, 2025
ISBN 10 : 620844179X
ISBN 13 : 9786208441791
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Taschenbuch. Etat : Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Image segmentation is a crucial aspect of clinical decision-making in the medical field. The integration of image segmentation techniques has dramatically enhanced healthcare delivery. Also, the advancement of deep learning, particularly Convolutional Neural Networks (CNNs), has brought about a significant transformation in medical image analysis. These advanced algorithms have shown exceptional abilities in identifying complex patterns and features in medical images, revolutionizing diagnostic imaging. However, the complexity and scale of these models present significant challenges. This requires a substantial amount of computational resources and expert knowledge for successful implementation. Addressing these challenges is crucial to fully exploit the potential of deep learning in the field of medical image segmentation. To address the challenges, this study combines metaheuristic optimization algorithms with deep learning. These algorithms, inspired by natural processes, provide an effective way to optimize the structure and parameters of CNNs, thus making the process of medical image segmentation more efficient. N° de réf. du vendeur 9786208441791
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Metaheuristic - Based Deep Learning for Medical Image Segmentation
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LAP LAMBERT Academic Publishing Apr 2025, 2025
ISBN 10 : 620844179X
ISBN 13 : 9786208441791
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Taschenbuch. Etat : Neu. This item is printed on demand - Print on Demand Titel. Neuware Books on Demand GmbH, Überseering 33, 22297 Hamburg 132 pp. Englisch. N° de réf. du vendeur 9786208441791
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Metaheuristic - Based Deep Learning for Medical Image Segmentation
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LAP Lambert Academic Publishing, 2025
ISBN 10 : 620844179X
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ISBN 10 : 620844179X
ISBN 13 : 9786208441791
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Metaheuristic - Based Deep Learning for Medical Image Segmentation
Edité par
LAP Lambert Academic Publishing, 2025
ISBN 10 : 620844179X
ISBN 13 : 9786208441791
Neuf
Couverture souple
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