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  • 标题:Robot vision application on embedded vision implementation with digital signal processor
  • 本地全文:下载
  • 作者:Xiaochun Guan ; Jianlin Huang ; Tinglong Tang
  • 期刊名称:International Journal of Advanced Robotic Systems
  • 印刷版ISSN:1729-8806
  • 电子版ISSN:1729-8814
  • 出版年度:2020
  • 卷号:17
  • 期号:1
  • 页码:1-7
  • DOI:10.1177/1729881419900437
  • 出版社:SAGE Publications
  • 摘要:The great development of robot vision represented by deep learning places urgent demands on embedded vision implementation. This article introduces a hardware framework for implementation of embedded vision based on digital signal processor, which can be widely used in robot vision applications. Firstly, the article discusses implementation of a pretrained typical convolutional neural network on the digital signal processor embedded system for real-time handwritten digit recognition. Then, the article introduces the migration of OpenCV software packages to digital signal processor embedded system and the implementation flow of face detection algorithms with OpenCV on digital signal processor. The experimental results are remarkable with convolutional neural networks for handwritten digit recognition. This article provides a convenient and feasible design scheme of digital signal processor system for implementation of embedded vision.
  • 关键词:Embedded vision; TMS320C6748; LeNet-5; handwritten digit recognition; machine learning
  • 其他关键词:Embedded vision ; TMS320C6748 ; LeNet-5 ; handwritten digit recognition ; machine learning
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