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Shareable camera framework for multiple computer vision applications

机译:适用于多种计算机视觉应用程序的共享相机框架

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摘要

On IoT devices such as autonomous driving drones, computer vision jobs such as video recording, streaming and object detection use same camera frame. However, since these IoT devices are resource-constrained systems, they have two problems. First, these applications often do duplicated processing for the same camera raw frame. Second, scheduling between computer vision applications is difficult. In this paper, we propose a shareable camera framework that performs the tasks of computer vision applications. This framework converts the existing pipeline to a pipeline that does not have redundant processing based on the data flow whenever it receives a request from the applications. It also has a scheduling algorithm to guarantee quality-of-service of the applications in the resource-constrained systems. With the proposed framework, the IoT application developers can easily develop reliable computer vision applications that share a single camera simultaneously.
机译:在诸如自动驾驶无人机之类的物联网设备上,诸如录像,流媒体和物体检测之类的计算机视觉作业使用相同的摄像机框架。但是,由于这些物联网设备是资源受限的系统,因此存在两个问题。首先,这些应用程序经常对同一相机原始帧进行重复处理。其次,在计算机视觉应用程序之间进行调度很困难。在本文中,我们提出了一个可共享的相机框架,该框架执行计算机视觉应用程序的任务。每当它收到来自应用程序的请求时,此框架就会根据数据流将现有管道转换为不具有冗余处理的管道。它还具有调度算法,以确保资源受限系统中应用程序的服务质量。借助提出的框架,物联网应用程序开发人员可以轻松开发可靠的计算机视觉应用程序,这些应用程序同时共享单个摄像机。

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