Design and validation of a low resource-cost video data processing method for embedded implementation of optical flow extraction

L. Bakó, C. Enăchescu, S. Brassai
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引用次数: 1

Abstract

The main goal of the proposed project is to build real-time hardware implementations of Optical Flow methods for tasks like egomotion estimation and/or obstacle avoidance. The current paper presents the theoretical foundations and the development and adaptation of appropriate algorithms needed for the motion detection task and the selection of the most suitable hardware/software design environments that aids the embedded implementation process. Using proper hardware/software co-design techniques, we present the development of a low-power, low resource-cost video data processing algorithm. The developed hardware efficient Optical flow extraction method is validated via software implementation and tested with standard video sequence inputs. We than present the architecture of the same method on an embedded, FPGA-based platform.
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嵌入式实现光流提取的低资源成本视频数据处理方法的设计与验证
该项目的主要目标是为自运动估计和/或避障等任务构建光流方法的实时硬件实现。本文介绍了运动检测任务所需的理论基础和适当算法的开发和适应,以及选择最合适的硬件/软件设计环境,以帮助嵌入式实现过程。采用适当的软硬件协同设计技术,提出了一种低功耗、低资源成本的视频数据处理算法。通过软件实现验证了所开发的硬件高效光流提取方法,并在标准视频序列输入下进行了测试。然后,我们在一个基于fpga的嵌入式平台上给出了相同方法的架构。
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