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Machine learning algorithm partially reconfigured on FPGA for an image edge detection system

Gracieth Cavalcanti Batista Johnny Öberg Osamu Saotome Haroldo F.de Campos Velho Elcio Hideiti Shiguemori Ingemar Söderquist

电子科技学刊2024，Vol.22Issue(2)：48-68,21.
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电子科技学刊2024，Vol.22Issue(2)：48-68,21.DOI:10.1016/j.jnlest.2024.100248

Machine learning algorithm partially reconfigured on FPGA for an image edge detection system

Machine learning algorithm partially reconfigured on FPGA for an image edge detection system

Gracieth Cavalcanti Batista 1Johnny Öberg 2Osamu Saotome 3Haroldo F.de Campos Velho 4Elcio Hideiti Shiguemori 5Ingemar Söderquist6

作者信息

  • 1. Division of Electronic and Embedded Systems,KTH Royal Institute of Technology,Stockholm 164 40,Sweden||Electronic Engineering Division,Aeronautics Institute of Technology,São José dos Campos SP 12228-900,Brazil
  • 2. Division of Electronic and Embedded Systems,KTH Royal Institute of Technology,Stockholm 164 40,Sweden
  • 3. Electronic Engineering Division,Aeronautics Institute of Technology,São José dos Campos SP 12228-900,Brazil
  • 4. Laboratory of Applied Computing and Mathematics,National Institute for Space Research,São José dos Campos SP 12227-900,Brazil
  • 5. Electronic Engineering Division,Aeronautics Institute of Technology,São José dos Campos SP 12228-900,Brazil||Department of C4ISR,Institute of Advanced Studies,São José dos Campos SP 12228-001,Brazil
  • 6. Division of Electronic and Embedded Systems,KTH Royal Institute of Technology,Stockholm 164 40,Sweden||Saab AB,Linköping 581 88,Sweden
  • 折叠

摘要

关键词

Dynamic partial reconfiguration(DPR)/Field programmable gate array(FPGA)implementation/Image edge detection/Support vector regression(SVR)/Unmanned aerial vehicle(UAV)pose estimation

Key words

Dynamic partial reconfiguration(DPR)/Field programmable gate array(FPGA)implementation/Image edge detection/Support vector regression(SVR)/Unmanned aerial vehicle(UAV)pose estimation

引用本文复制引用

Gracieth Cavalcanti Batista,Johnny Öberg,Osamu Saotome,Haroldo F.de Campos Velho,Elcio Hideiti Shiguemori,Ingemar Söderquist..Machine learning algorithm partially reconfigured on FPGA for an image edge detection system[J].电子科技学刊,2024,22(2):48-68,21.

基金项目

This work was financially supported by the National Council for Scientific and Technological Development(CNPq,Brazil),Swedish-Brazilian Research and Innovation Centre(CISB),and Saab AB under Grant No.CNPq:200053/2022-1 （CNPq,Brazil）

the National Council for Scientific and Technological Development(CNPq,Brazil)under Grants No.CNPq:312924/2017-8 and No.CNPq:314660/2020-8. （CNPq,Brazil）

电子科技学刊

1674-862X

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