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Reconfigurable FPGA architecture for computer vision applications in Smart Camera Networks

机译:适用于智能相机网络中计算机视觉应用的可重配置FPGA体系结构

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Smart Camera Networks (SCNs) is nowadays an emerging research field which represents the natural evolution of centralized computer vision applications towards full distributed and pervasive systems. In such a scenario, one of the biggest effort is in the definition of a flexible and reconfigurable SCN node architecture able to remotely support the possibility of updating the application parameters and changing the running computer vision applications at run-time. In this respect, this paper presents a novel SCN node architecture based on a device in which a microcontroller manages all the network functionality as well as the remote configuration, while an FPGA implements all the necessary module of a full computer vision pipeline. In the paper the envisioned architecture is first detailed in general terms, then a real implementation is presented to show the feasibility and the benefits of the proposed solution. Finally, performance evaluation results prove the potential of hardware software codesign in reaching flexibility and reduced latency time.
机译:如今,智能相机网络(SCN)是一个新兴的研究领域,它代表了集中式计算机视觉应用程序向完全分布式和普及系统的自然演进。在这种情况下,最大的努力之一就是定义一种灵活且可重新配置的SCN节点体系结构,该体系结构能够远程支持在运行时更新应用程序参数和更改正在运行的计算机视觉应用程序的可能性。在这方面,本文提出了一种基于一种设备的新型SCN节点体系结构,其中微控制器管理所有网络功能以及远程配置,而FPGA则实现了完整的计算机视觉管道的所有必要模块。在本文中,首先以一般术语详细介绍了所构想的体系结构,然后给出了一个实际的实现方案,以展示所提出解决方案的可行性和好处。最后,性能评估结果证明了硬件软件代码签名在达到灵活性和减少延迟时间方面的潜力。

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