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Robot vision application on embedded vision implementation with digital signal processor

机译:用数字信号处理器嵌入式视觉实现的机器人视觉应用

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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.
机译:深度学习代表的机器人愿景的巨大发展将迫切需要对嵌入式愿景实施的需求。本文介绍了一种基于数字信号处理器的嵌入式视觉实现的硬件框架,可广泛用于机器人视觉应用。首先,文章讨论了在数字信号处理器嵌入式系统上实现了用于实时手写数字识别的预训练典型卷积神经网络。然后,该文章介绍了OpenCV软件包对数字信号处理器嵌入式系统的迁移以及在数字信号处理器上具有OpenCV的面部检测算法的实现流程。实验结果对于手写数字识别的卷积神经网络是显着的。本文提供了一种用于实现嵌入式视觉的数字信号处理器系统的方便和可行的设计方案。

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