Integrating a computational model and a run time system for image processing on a UAV

P. Andersson, K. Kuchcinski, K. Nordberg, P. Doherty
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引用次数: 2

Abstract

Recently substantial research has been devoted to Unmanned Aerial Vehicles (UAVs). One of a UAV's most demanding subsystem is vision. The vision subsystem must dynamically combine different algorithms as the UAVs goal and surrounding change. To fully utilize the available hardware, a run time system must be able to vary the quality and the size of regions the algorithms are applied to, as the number of image processing tasks changes. To allow this the run time system and the underlying computational model must be integrated. In this paper we present a computational model suitable for integration with a run time system. The computational model is called Image Processing Data Flow Graph (IP-DFG). IP-DFG has been developed for modeling of complex image processing algorithms. IP-DFG is based on data flow graphs, but has been extended with hierarchy and new rules for token consumption, which makes the computational model more flexible and more suitable for human interaction. In this paper we also show that IP-DFGs are suitable for modelling expressions, including data dependent decisions and iterations, which are common in complex image processing algorithms.
集成无人机图像处理的计算模型和运行时系统
近年来,对无人机(uav)进行了大量的研究。无人机最苛刻的子系统之一是视觉。随着无人机目标和周围环境的变化,视觉子系统必须动态地结合不同的算法。为了充分利用可用的硬件,随着图像处理任务数量的变化,运行时系统必须能够改变算法应用的区域的质量和大小。为此,必须集成运行时系统和底层计算模型。本文提出了一种适合于与运行时系统集成的计算模型。该计算模型称为图像处理数据流图(IP-DFG)。IP-DFG已开发用于复杂图像处理算法的建模。IP-DFG基于数据流图,但扩展了层次结构和令牌消费的新规则,使计算模型更加灵活,更适合人类交互。在本文中,我们还表明IP-DFGs适用于建模表达式,包括数据依赖决策和迭代,这在复杂图像处理算法中很常见。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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