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Acceleration of Biomedical Image Processing with Dataflow on FPGAs (River Publishers Series in Information Science and Technology) - Frederik Grull August 15, 2016 PDF  BOOKS
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Acceleration of Biomedical Image Processing with Dataflow on FPGAs (River Publishers Series in Information Science and Technology)
Author: Frederik Grull
Year: August 15, 2016
Format: PDF
File size: PDF 18 MB
Language: English



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Book Acceleration of Biomedical Image Processing with Dataflow on FPGAs River Publishers Series in Information Science and Technology The book "Acceleration of Biomedical Image Processing with Dataflow on FPGAs" delves into the need for speedy computing in biomedical applications, particularly in the field of medical imaging, where timely diagnoses are crucial for effective treatment and patient outcomes. As technology continues to advance, the demand for more powerful computing capabilities to accommodate new and improved imaging techniques grows. In response, this book explores the potential of reconfigurable computing with Field-Programmable Gate Arrays (FPGAs) as an alternative to traditional multicore processing and graphics card accelerators. Instead of adapting the application to fit the available hardware, FPGAs allow for adjusting the hardware to suit the problem at hand. The book begins by discussing the transformation of image processing algorithms towards a deep pipeline system that can be executed with high parallelism. This approach enables the efficient handling of large amounts of data, making it possible to process images quickly and accurately. The authors provide a comprehensive overview of the topic, covering various aspects such as reconfigurable hardware, dataflow computing, image processing, application acceleration, high-performance computing, and parallel processing. They also present two example applications, stochastic localization microscopy and electron tomography, which demonstrate the effectiveness of the proposed approach. One of the key features of the book is its focus on the need to study and understand the technological evolution process in order to develop a personal paradigm for perceiving the technological advancements in modern knowledge.
Book Acceleration of Biomedical Image Processing with Dataflow on FPGAs River Publishers Series in Information Science and Technology Книга «Acceleration of Biomedical Image Processing with Dataflow on FPGAs» посвящена необходимости быстрых вычислений в биомедицинских приложениях, особенно в области медицинской визуализации, где своевременно диагнозы имеют решающее значение для эффективного лечения и результатов лечения пациентов. По мере развития технологий растет спрос на более мощные вычислительные возможности для размещения новых и улучшенных методов обработки изображений. В ответ на это в этой книге рассматривается потенциал реконфигурируемых вычислений с помощью программируемых пользователем вентильных матриц (FPGA) в качестве альтернативы традиционным многоядерным процессорам и ускорителям графических карт. Вместо того, чтобы адаптировать приложение под имеющееся аппаратное обеспечение, ПЛИС позволяют подстраивать аппаратное обеспечение под существующую проблему. Книга начинается с обсуждения трансформации алгоритмов обработки изображений в сторону системы глубокого конвейера, которая может быть выполнена с высоким параллелизмом. Такой подход обеспечивает эффективную обработку больших объемов данных, позволяя быстро и точно обрабатывать изображения. Авторы предоставляют всесторонний обзор темы, охватывающий различные аспекты, такие как реконфигурируемое оборудование, вычисления потока данных, обработка изображений, ускорение приложений, высокопроизводительные вычисления и параллельная обработка. Они также представляют два примера применения, стохастическую локальную микроскопию и электронную томографию, которые демонстрируют эффективность предлагаемого подхода. Одной из ключевых особенностей книги является её направленность на необходимость изучения и понимания процесса технологической эволюции с целью выработки личностной парадигмы восприятия технологических достижений в современном знании.
Book Acceleration of Biomedical Image Processing with Dataflow on FPGAs River Publishers Series in Information Science and Technology Book « Acceleration of Biomedical Image Processing with Dataflow on FPp s GAs » sont consacrés à la nécessité d'un calcul rapide dans les applications biomédicales, en particulier dans le domaine de l'imagerie médicale, où les diagnostics en temps opportun sont essentiels pour un traitement efficace et les résultats du traitement des patients. Au fur et à mesure de l'évolution de la technologie, la demande pour des capacités informatiques plus puissantes pour accueillir de nouvelles méthodes de traitement d'images améliorées augmente. En réponse, ce livre examine le potentiel de calcul reconfigurable à l'aide de matrices ventiles programmables par l'utilisateur (FPGA) comme alternative aux processeurs multicœurs traditionnels et aux accélérateurs de cartes graphiques. Au lieu d'adapter l'application au matériel existant, le PLI permet d'adapter le matériel à un problème existant. livre commence par discuter de la transformation des algorithmes de traitement d'images vers un système de convoyeur profond qui peut être réalisé avec un parallélisme élevé. Cette approche permet un traitement efficace de grandes quantités de données, permettant un traitement rapide et précis des images. s auteurs fournissent une vue d'ensemble complète du sujet, couvrant différents aspects tels que le matériel reconfigurable, les calculs de flux de données, le traitement d'images, l'accélération des applications, le calcul haute performance et le traitement parallèle. Ils présentent également deux exemples d'application, la microscopie locale stochastique et la tomographie électronique, qui démontrent l'efficacité de l'approche proposée. L'une des principales caractéristiques du livre est son accent sur la nécessité d'étudier et de comprendre le processus d'évolution technologique afin de développer un paradigme personnel de la perception des progrès technologiques dans la connaissance moderne.
Book Acceleration of Biomedical Image Processing with Dataflow on FPGAs River Publishers Series in Information Science and Technology «Aceleración de la Biomedical Image Processing with Dataflow on FPGAs» se centra en la necesidad de computación rápida en aplicaciones biomédicas, especialmente en el campo de la imagen médica, donde los diagnósticos oportunos son cruciales para el tratamiento eficaz y los resultados del tratamiento de los pacientes. A medida que la tecnología avanza, aumenta la demanda de capacidades informáticas más potentes para acomodar técnicas de procesamiento de imágenes nuevas y mejoradas. En respuesta a esto, este libro examina el potencial de la computación reconfigurable mediante matrices de ventiles programables por el usuario (FPGA) como una alternativa a los procesadores tradicionales de múltiples núcleos y aceleradores de tarjetas gráficas. En lugar de adaptar la aplicación al hardware existente, los PLIS permiten ajustar el hardware a un problema existente. libro comienza con una discusión sobre la transformación de los algoritmos de procesamiento de imágenes hacia un sistema de canalización profunda que se puede realizar con alto paralelismo. Este enfoque permite el procesamiento eficiente de grandes cantidades de datos, lo que permite el procesamiento rápido y preciso de imágenes. autores ofrecen una visión general completa del tema, cubriendo diversos aspectos como hardware reconfigurable, cálculo de flujo de datos, procesamiento de imágenes, aceleración de aplicaciones, computación de alto rendimiento y procesamiento paralelo. También presentan dos ejemplos de aplicación, la microscopía local estocástica y la tomografía electrónica, que demuestran la eficacia del enfoque propuesto. Una de las características clave del libro es su enfoque en la necesidad de estudiar y entender el proceso de evolución tecnológica con el objetivo de generar un paradigma personal para percibir los avances tecnológicos en el conocimiento moderno.
Book Acceleration of Biomedical Image Processing with Dataflow on FPGAs River Publishers Series in Information Science and Technology Book "Acceleration of Biomedical Image Processing with Datafow on FPP Il TAS è dedicato alla necessità di un rapido calcolo nelle applicazioni biomediche, in particolare nel campo dell'imaging medico, dove le diagnosi tempestive sono fondamentali per il trattamento efficace e i risultati del trattamento dei pazienti. Con l'evoluzione della tecnologia, è sempre più richiesta una maggiore capacità di elaborazione per l'utilizzo di nuovi e migliorati metodi di elaborazione delle immagini. In risposta, questo libro descrive il potenziale dei calcoli riconducibili con le matrici ventile programmabili dall'utente (FPGA) come alternativa ai tradizionali processori multi-core e agli acceleratori di schede grafiche. Anziché adattare l'applicazione all'hardware esistente, il PLIS consente di adattare l'hardware al problema esistente. Il libro inizia discutendo la trasformazione degli algoritmi di elaborazione delle immagini verso un sistema di montaggio profondo che può essere realizzato con un alto parallelismo. Questo approccio consente di elaborare in modo efficiente grandi quantità di dati, consentendo di elaborare le immagini in modo rapido e preciso. Gli autori forniscono una panoramica completa del tema, che comprende diversi aspetti quali hardware riconducibile, elaborazione del flusso dei dati, elaborazione delle immagini, accelerazione delle applicazioni, elaborazione ad alte prestazioni e elaborazione parallela. Essi forniscono anche due esempi di applicazioni, microscopia locale stochastica e e-screening che dimostrano l'efficacia dell'approccio proposto. Una delle caratteristiche chiave del libro è il suo orientamento sulla necessità di studiare e comprendere il processo di evoluzione tecnologica al fine di sviluppare un paradigma personale per la percezione dei progressi tecnologici nella conoscenza moderna.
Book Acceleration of Biomedical Image Processing with Dataflow on FPGAs River Publishers Series in Information Science and Technology Das Buch „Acceleration of Biomedical Image Processing with Dataflow on FPGAs“ befasst sich mit der Notwendigkeit einer schnellen Berechnungen in biomedizinischen Anwendungen, insbesondere im Bereich der medizinischen Bildgebung, bei denen rechtzeitige Diagnosen für eine wirksame Behandlung und die Behandlungsergebnisse von Patienten von entscheidender Bedeutung sind. Mit fortschreitender Technologie steigt die Nachfrage nach leistungsfähigeren Computerfunktionen, um neue und verbesserte Bildverarbeitungsmethoden unterzubringen. Als Reaktion darauf untersucht dieses Buch das Potenzial rekonfigurierbarer Berechnungen mit Field Programmable Gate Arrays (FPGAs) als Alternative zu herkömmlichen Multicore-Prozessoren und Grafikkarten-Beschleunigern. Anstatt die Anwendung an die vorhandene Hardware anzupassen, ermöglichen FPGAs die Anpassung der Hardware an ein bestehendes Problem. Das Buch beginnt mit einer Diskussion über die Transformation von Bildverarbeitungsalgorithmen hin zu einem Deep-Pipeline-System, das mit hoher Parallelität durchgeführt werden kann. Dieser Ansatz ermöglicht die effiziente Verarbeitung großer Datenmengen und ermöglicht eine schnelle und präzise Bildverarbeitung. Die Autoren geben einen umfassenden Überblick über das Thema und decken verschiedene Aspekte wie rekonfigurierbare Hardware, Datenflussberechnungen, Bildverarbeitung, Anwendungsbeschleunigung, Hochleistungsrechnen und parallele Verarbeitung ab. e stellen auch zwei Anwendungsbeispiele vor, die stochastische lokale Mikroskopie und die Elektronentomographie, die die Wirksamkeit des vorgeschlagenen Ansatzes demonstrieren. Eines der Hauptmerkmale des Buches ist sein Fokus auf die Notwendigkeit, den Prozess der technologischen Evolution zu studieren und zu verstehen, um ein persönliches Paradigma für die Wahrnehmung technologischer Fortschritte im modernen Wissen zu entwickeln.
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FPGA'larda Veri Akışı ile Biyomedikal Görüntü İşlemenin Kitap Hızlandırması River Publishers Series in Information Science and Technology Kitap "FPGA'larda Dataflow ile Biyomedikal Görüntü İşlemenin Hızlandırılması", biyomedikal uygulamalarda, özellikle tıbbi görüntüleme alanında, zamanında teşhislerin etkili tedavi ve hasta sonuçları için kritik öneme sahip olduğu hızlı hesaplama ihtiyacına ayrılmıştır. Teknoloji ilerledikçe, yeni ve geliştirilmiş görüntüleme tekniklerine uyum sağlamak için daha güçlü bilgi işlem yetenekleri için artan bir talep vardır. Buna karşılık, bu kitap, geleneksel çok çekirdekli işlemcilere ve grafik kartı hızlandırıcılarına alternatif olarak alan programlanabilir kapı dizisi (FPGA) hesaplamalarının potansiyelini incelemektedir. Uygulamayı mevcut donanıma uyarlamak yerine, FPGA'ler donanımı mevcut soruna göre ayarlamanıza izin verir. Kitap, görüntü işleme algoritmalarının yüksek paralellik ile gerçekleştirilebilecek derin bir boru hattı sistemine dönüşümünü tartışarak başlıyor. Bu yaklaşım, büyük miktarda verinin verimli bir şekilde işlenmesini sağlar ve görüntüleri hızlı ve doğru bir şekilde işlemenizi sağlar. Yazarlar, yeniden yapılandırılabilir donanım, veri akışı hesaplama, görüntü işleme, uygulama hızlandırma, yüksek performanslı bilgi işlem ve paralel işleme gibi çeşitli yönleri kapsayan konuya kapsamlı bir genel bakış sunmaktadır. Ayrıca önerilen yaklaşımın etkinliğini gösteren iki uygulama örneği, stokastik lokal mikroskopi ve elektron tomografisi sunarlar. Kitabın temel özelliklerinden biri, modern bilgideki teknolojik başarıların algılanması için kişisel bir paradigma geliştirmek amacıyla teknolojik evrim sürecini inceleme ve anlama ihtiyacına odaklanmasıdır.
تسريع كتاب معالجة الصور الطبية الحيوية مع Dataflow على سلسلة ناشري نهر FPGAs في علوم وتكنولوجيا المعلومات الكتاب "تسريع معالجة الصور الطبية الحيوية مع Dataflow على FPGAs'مكرس للحاجة إلى الحوسبة السريعة في التطبيقات الطبية الحيوية، لا سيما في مجال التصوير الطبي، حيث يكون التشخيص في الوقت المناسب أمرًا بالغ الأهمية للعلاج الفعال ونتائج المرضى. مع تقدم التكنولوجيا، هناك طلب متزايد على قدرات حوسبة أقوى لاستيعاب تقنيات التصوير الجديدة والمحسنة. رداً على ذلك، يفحص هذا الكتاب إمكانات حسابات مصفوفة البوابات القابلة للبرمجة الميدانية (FPGA) كبديل للمعالجات التقليدية متعددة النواة ومسرعات بطاقات الرسومات. بدلاً من تكييف التطبيق مع الأجهزة الحالية، تسمح لك FPGAs بضبط الأجهزة على المشكلة الحالية. يبدأ الكتاب بمناقشة تحويل خوارزميات معالجة الصور نحو نظام خط أنابيب عميق يمكن تنفيذه بتوازي عالي. يوفر هذا النهج معالجة فعالة لكميات كبيرة من البيانات، مما يسمح لك بمعالجة الصور بسرعة ودقة. يقدم المؤلفون لمحة عامة شاملة عن الموضوع، تغطي جوانب مختلفة مثل الأجهزة القابلة لإعادة التشكيل، وحوسبة تدفق البيانات، ومعالجة الصور، وتسريع التطبيق، والحوسبة عالية الأداء، والمعالجة الموازية. كما يقدمون مثالين للتطبيق، الفحص المجهري المحلي العشوائي والتصوير المقطعي الإلكتروني، مما يدل على فعالية النهج المقترح. تتمثل إحدى السمات الرئيسية للكتاب في تركيزه على الحاجة إلى دراسة وفهم عملية التطور التكنولوجي من أجل تطوير نموذج شخصي لتصور الإنجازات التكنولوجية في المعرفة الحديثة.

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