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Description
  • Certain classification tasks in computer vision require the classifier response to be computed in every pixel of an image. When combined with large, complex features, it becomes challenging to build such a classifier on a standard PC architecture and achieve real-time performance. We present an FPGA implementation of a car wheel classifier response computation, built as an instantiation of a generic classification system. An interesting optimization problem concerning performance and speed is addressed. Our implementation is running in real-time as a part of a more complex collision mitigation system based on car detection in video data.
  • Certain classification tasks in computer vision require the classifier response to be computed in every pixel of an image. When combined with large, complex features, it becomes challenging to build such a classifier on a standard PC architecture and achieve real-time performance. We present an FPGA implementation of a car wheel classifier response computation, built as an instantiation of a generic classification system. An interesting optimization problem concerning performance and speed is addressed. Our implementation is running in real-time as a part of a more complex collision mitigation system based on car detection in video data. (en)
Title
  • FPGA-Accelerated Sliding Window Classifier with Structured Features
  • FPGA-Accelerated Sliding Window Classifier with Structured Features (en)
skos:prefLabel
  • FPGA-Accelerated Sliding Window Classifier with Structured Features
  • FPGA-Accelerated Sliding Window Classifier with Structured Features (en)
skos:notation
  • RIV/68407700:21230/13:00212558!RIV14-MSM-21230___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(7E10037)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
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http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
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  • 75619
http://linked.open...ai/riv/idVysledku
  • RIV/68407700:21230/13:00212558
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • computer vision; object detection; FPGA (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [ECFF356CB664]
http://linked.open...v/mistoKonaniAkce
  • Porto
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  • Piscataway
http://linked.open...i/riv/nazevZdroje
  • FPL 2013: Proceedings of the 23rd International Conference on Field Programmable Logic and Applications
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  • Šára, Radim
  • Matoušek, Martin
  • Sychrovský, Ondřej
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
number of pages
http://bibframe.org/vocab/doi
  • 10.1109/FPL.2013.6645560
http://purl.org/ne...btex#hasPublisher
  • IEEE
https://schema.org/isbn
  • 978-1-4799-0004-6
http://localhost/t...ganizacniJednotka
  • 21230
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