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Applications of Parallel Data Processing for Biomedical Imaging

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Release : 2024-04-26
Genre : Medical
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Applications of Parallel Data Processing for Biomedical Imaging by : Khan, Rijwan

Download or read book Applications of Parallel Data Processing for Biomedical Imaging written by Khan, Rijwan. This book was released on 2024-04-26. Available in PDF, EPUB and Kindle. Book excerpt: Despite the remarkable progress witnessed in the last decade in big data utilization and parallel processing techniques, a persistent disparity exists between the capabilities of computer-aided diagnosis systems and the intricacies of practical healthcare scenarios. This disconnection is particularly evident in the complex landscape of artificial intelligence (AI) and IoT innovations within the biomedical realm. The need to bridge this gap and explore the untapped potential in healthcare and biomedical applications has never been more crucial. As we navigate through these challenges, Applications of Parallel Data Processing for Biomedical Imaging offers insights and solutions to reshape the future of biomedical research. The objective of Applications of Parallel Data Processing for Biomedical Imaging is to bring together researchers from both the computer science and biomedical research communities. By showcasing state-of-the-art deep learning and large data analysis technologies, the book provides a platform for the cross-pollination of ideas between AI-based and traditional methodologies. The collaborative effort seeks to have a substantial impact on data mining, AI, computer vision, biomedical research, healthcare engineering, and other related fields. This interdisciplinary approach positions the book as a cornerstone for scholars, professors, and professionals working in software and medical fields, catering to both graduate and undergraduate students eager to explore the evolving landscape of parallel computing, artificial intelligence, and their applications in biomedical research.

High-throughput Image Reconstruction and Analysis

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Release : 2009
Genre : Medical
Kind : eBook
Book Rating : 961/5 ( reviews)

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Book Synopsis High-throughput Image Reconstruction and Analysis by : A. Ravishankar Rao

Download or read book High-throughput Image Reconstruction and Analysis written by A. Ravishankar Rao. This book was released on 2009. Available in PDF, EPUB and Kindle. Book excerpt: This innovative volume surveys the latest image acquisition advances in serial block face techniques in scanning electron microscopy, knife-edge scanning microscopy, and 4D imaging of multi-component biological systems. The book introduces parallel processing for biological applications. You learn advanced parallelization techniques for decomposing a problem domain and mapping it onto a parallel processing architecture using the message-passing interface (MPI) and OpenMP. Case studies show how these techniques have been successfully used in simulation tasks, data mining, and graphical visualization of biological datasets. You also find coverage of methods for developing scalable biological image databases and for facilitating greater interactive visualization of large image sets.

High-Performance Medical Image Processing

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Release : 2022-07-07
Genre : Computers
Kind : eBook
Book Rating : 374/5 ( reviews)

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Book Synopsis High-Performance Medical Image Processing by : Sanjay Saxena

Download or read book High-Performance Medical Image Processing written by Sanjay Saxena. This book was released on 2022-07-07. Available in PDF, EPUB and Kindle. Book excerpt: The processing of medical images in a reasonable timeframe and with high definition is very challenging. This volume helps to meet that challenge by presenting a thorough overview of medical imaging modalities, its processing, high-performance computing, and the need to embed parallelism in medical image processing techniques to achieve efficient and fast results. With contributions from researchers from prestigious laboratories and educational institutions, High-Performance Medical Image Processing provides important information on medical image processing techniques, parallel computing techniques, and embedding parallelism in different image processing techniques. A comprehensive review of parallel algorithms in medical image processing problems is a key feature of this book. The volume presents the relevant theoretical frameworks and the latest empirical research findings in the area and provides detailed descriptions about the diverse high-performance techniques. Topics discussed include parallel computing, multicore architectures and their applications in image processing, machine learning applications, conventional and advanced magnetic resonance imaging methods, hyperspectral image processing, algorithms for segmenting 2D slices for 3D viewing, and more. Case studies, such as on the detection of cancer tumors, expound on the information presented. Key features: Provides descriptions of different medical imaging modalities and their applications Discusses the basics and advanced aspects of parallel computing with different multicore architectures Expounds on the need for embedding data and task parallelism in different medical image processing techniques Presents helpful examples and case studies of the discussed methods This book will be valuable for professionals, researchers, and students working in the field of healthcare engineering, medical imaging technology, applications in machine and deep learning, and more. It is also appropriate for courses in computer engineering, biomedical engineering and electrical engineering based on artificial intelligence, parallel computing, high performance computing, and machine learning and its applications in medical imaging.

Reshaping Healthcare with Cutting-Edge Biomedical Advancements

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Release : 2024-05-06
Genre : Technology & Engineering
Kind : eBook
Book Rating : /5 ( reviews)

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Book Synopsis Reshaping Healthcare with Cutting-Edge Biomedical Advancements by : Prabhakar, Pranav Kumar

Download or read book Reshaping Healthcare with Cutting-Edge Biomedical Advancements written by Prabhakar, Pranav Kumar. This book was released on 2024-05-06. Available in PDF, EPUB and Kindle. Book excerpt: Despite remarkable advancements in biomedical research, the healthcare industry faces challenges in effectively translating these discoveries into tangible patient benefits. Healthcare professionals often need help to keep pace with the rapid evolution of medical knowledge, leading to variations in patient care and treatment outcomes. Policymakers and educators may need more insight to leverage recent biomedical developments in shaping effective health policies and educational curricula. Additionally, ethical considerations surrounding emerging technologies like gene editing and Artificial Intelligence (AI) in healthcare pose complex dilemmas that require careful navigation. Reshaping Healthcare with Cutting-Edge Biomedical Advancements offers a comprehensive solution to these challenges. By providing a detailed exploration of the latest breakthroughs in genomics, regenerative therapies, neurobiology, AI, and more, this book equips healthcare professionals with the knowledge needed to make informed decisions about patient care. It also guides policymakers and educators, offering insights into the implications of recent biomedical advancements for shaping health policies and educational programs.

The Application of Parallel Processing Techniques to Computationally Intensive Biomedical Imaging Studies

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Release : 2013
Genre : Application software
Kind : eBook
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Book Synopsis The Application of Parallel Processing Techniques to Computationally Intensive Biomedical Imaging Studies by : Blake Andrew McLuckie

Download or read book The Application of Parallel Processing Techniques to Computationally Intensive Biomedical Imaging Studies written by Blake Andrew McLuckie. This book was released on 2013. Available in PDF, EPUB and Kindle. Book excerpt:

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