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FPGA Accelerated Features Extraction: Study on how hardware accelleration can provide real-time image features extraction from a continuous video stream - Couverture souple

 
9783659950711: FPGA Accelerated Features Extraction: Study on how hardware accelleration can provide real-time image features extraction from a continuous video stream

Synopsis

Real time image processing is gaining momentum in fields such as medicine, aeronautics, human computer interaction and many others, gradually spreading new horizons towards smooth and fast control and intelligent systems. Remarkable rates of 200/300 processed frames per second can be achieved merely through the use of dedicated ASICs or FPGAs. Understanding an image contents is a step-by-step process, accomplished by extracting application-specific features, also named descriptors, and employing a classifier to infer the information they convey. However, in most of the cases, it is necessary to adapt the feature set to the best performing combination and to improve the descriptors resilience by making them acquire robustness properties against image translation, rotation or scale. The latter are important prerequisite for successful classification. The descriptors choice may vary in time, thus requiring the hardware designer to possibly re-engineer entire architectures to expand or shrink the set. We introduce a versatile design framework, that makes it possible to easily update the set cardinality and operate on its contents without having to re-engineer an entire project.

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Présentation de l'éditeur

Real time image processing is gaining momentum in fields such as medicine, aeronautics, human computer interaction and many others, gradually spreading new horizons towards smooth and fast control and intelligent systems. Remarkable rates of 200/300 processed frames per second can be achieved merely through the use of dedicated ASICs or FPGAs. Understanding an image contents is a step-by-step process, accomplished by extracting application-specific features, also named descriptors, and employing a classifier to infer the information they convey. However, in most of the cases, it is necessary to adapt the feature set to the best performing combination and to improve the descriptors resilience by making them acquire robustness properties against image translation, rotation or scale. The latter are important prerequisite for successful classification. The descriptors choice may vary in time, thus requiring the hardware designer to possibly re-engineer entire architectures to expand or shrink the set. We introduce a versatile design framework, that makes it possible to easily update the set cardinality and operate on its contents without having to re-engineer an entire project.

Biographie de l'auteur

Francesco is an enthusiast low-level developer with a strong passion towards any computer science fields related to machine vision. He has achieved his BSc degree in Pisa and his MSc degree from the University of Manchester both with full marks. He is now working in his homeland as a software engineer.

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  • ÉditeurLAP LAMBERT Academic Publishing
  • Date d'édition2016
  • ISBN 10 3659950718
  • ISBN 13 9783659950711
  • ReliureBroché
  • Langueanglais
  • Nombre de pages268
  • Coordonnées du fabricantnon disponible

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Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Delogu FrancescoFrancesco is an enthusiast low-level developer with a strong passion towards any computer science fields related to machine vision. He has achieved his BSc degree in Pisa and his MSc degree from the University of Man. N° de réf. du vendeur 158963938

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Taschenbuch. Etat : Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Real time image processing is gaining momentum in fields such as medicine, aeronautics, human computer interaction and many others, gradually spreading new horizons towards smooth and fast control and intelligent systems. Remarkable rates of 200/300 processed frames per second can be achieved merely through the use of dedicated ASICs or FPGAs. Understanding an image contents is a step-by-step process, accomplished by extracting application-specific features, also named descriptors, and employing a classifier to infer the information they convey. However, in most of the cases, it is necessary to adapt the feature set to the best performing combination and to improve the descriptors resilience by making them acquire robustness properties against image translation, rotation or scale. The latter are important prerequisite for successful classification. The descriptors choice may vary in time, thus requiring the hardware designer to possibly re-engineer entire architectures to expand or shrink the set. We introduce a versatile design framework, that makes it possible to easily update the set cardinality and operate on its contents without having to re-engineer an entire project. N° de réf. du vendeur 9783659950711

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Taschenbuch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Real time image processing is gaining momentum in fields such as medicine, aeronautics, human computer interaction and many others, gradually spreading new horizons towards smooth and fast control and intelligent systems. Remarkable rates of 200/300 processed frames per second can be achieved merely through the use of dedicated ASICs or FPGAs. Understanding an image contents is a step-by-step process, accomplished by extracting application-specific features, also named descriptors, and employing a classifier to infer the information they convey. However, in most of the cases, it is necessary to adapt the feature set to the best performing combination and to improve the descriptors resilience by making them acquire robustness properties against image translation, rotation or scale. The latter are important prerequisite for successful classification. The descriptors choice may vary in time, thus requiring the hardware designer to possibly re-engineer entire architectures to expand or shrink the set. We introduce a versatile design framework, that makes it possible to easily update the set cardinality and operate on its contents without having to re-engineer an entire project. 268 pp. Englisch. N° de réf. du vendeur 9783659950711

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Taschenbuch. Etat : Neu. Neuware -Real time image processing is gaining momentum in fields such as medicine, aeronautics, human computer interaction and many others, gradually spreading new horizons towards smooth and fast control and intelligent systems. Remarkable rates of 200/300 processed frames per second can be achieved merely through the use of dedicated ASICs or FPGAs. Understanding an image contents is a step-by-step process, accomplished by extracting application-specific features, also named descriptors, and employing a classifier to infer the information they convey. However, in most of the cases, it is necessary to adapt the feature set to the best performing combination and to improve the descriptors resilience by making them acquire robustness properties against image translation, rotation or scale. The latter are important prerequisite for successful classification. The descriptors choice may vary in time, thus requiring the hardware designer to possibly re-engineer entire architectures to expand or shrink the set. We introduce a versatile design framework, that makes it possible to easily update the set cardinality and operate on its contents without having to re-engineer an entire project.Books on Demand GmbH, Überseering 33, 22297 Hamburg 268 pp. Englisch. N° de réf. du vendeur 9783659950711

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