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Real-time background generation and foreground object segmentation for high-definition colour video stream in FPGA device

机译:FPGA器件中高清彩色视频流的实时背景生成和前景对象分割

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摘要

The processing of a high-definition video stream in real-time is a challenging task for embedded systems. However, modern FPGA devices have both a high operating frequency and sufficient logic resources to be successfully used in these tasks. In this article, an advanced system that is able to generate and maintain a complex background model for a scene as well as segment the foreground for an HD colour video stream (1,920 × 1,080 @ 60 fps) in real-time is presented. The possible application ranges from video surveillance to machine vision systems. That is, in all cases, when information is needed about which objects are new or moving in the scene. Excellent results are obtained by using the CIE Lab colour space, advanced background representation as well as integrating information about lightness, colour and texture in the segmentation step. Finally, the complete system is implemented in a single high-end FPGA device.
机译:对于嵌入式系统而言,实时处理高清视频流是一项艰巨的任务。但是,现代FPGA器件具有很高的工作频率和足够的逻辑资源,可以成功地用于这些任务。在本文中,将介绍一种高级系统,该系统能够实时生成和维护场景的复杂背景模型,并能实时分割高清彩色视频流(1,920×1,080 @ 60 fps)的前景。可能的应用范围从视频监视到机器视觉系统。即,在所有情况下,当需要有关哪些对象是新对象或场景中正在移动的信息时。通过使用CIE Lab色彩空间,高级背景表示以及在分割步骤中集成有关亮度,颜色和纹理的信息,可以获得出色的结果。最后,完整的系统在单个高端FPGA器件中实现。

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  • 来源
    《Journal of Real-Time Image Processing》 |2014年第1期|61-77|共17页
  • 作者单位

    Faculty of Electrical Engineering, Automatics,Computer Science and Biomedical Engineering,AGH University of Science and Technology,al. Mickiewicza 30, 30-059 Krakow, Poland;

    Faculty of Electrical Engineering, Automatics,Computer Science and Biomedical Engineering,AGH University of Science and Technology,al. Mickiewicza 30, 30-059 Krakow, Poland;

    Faculty of Electrical Engineering, Automatics,Computer Science and Biomedical Engineering,AGH University of Science and Technology,al. Mickiewicza 30, 30-059 Krakow, Poland;

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