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FPGA based disparity map computation with vergence control

机译:具有收敛控制的基于FPGA的视差图计算

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摘要

Depth estimation in a scene using image pairs acquired by a stereo camera setup, is one of the important tasks of stereo vision systems. The disparity between the stereo images allows for 3D information acquisition which is indispensable in many machine vision applications. Practical stereo vision systems involve wide ranges of disparity levels. Considering that disparity map extraction of an image is a computationally demanding task, practical real-time FPGA based algorithms require increased device utilization resource usage, depending on the disparity levels operational range, which leads to significant power consumption. In this paper a new hardware-efficient real-time disparity map computation module is developed. The module constantly estimates the precisely required range of disparity levels upon a given stereo image set, maintaining this range as low as possible by verging the stereo setup cameras axes. This enables a parallel-pipelined design, for the overall module, realized on a single FPGA device of the Altera Stratix IV family. Accurate disparity maps are computed at a rate of more than 320 frames per second, for a stereo image pair of 640 x 480 pixels spatial resolution with a disparity range of 80 pixels. The presented technique provides very good processing speed at the expense of accuracy, with very good scalability in terms of disparity levels. The proposed method enables a suitable module delivering high performance in real-time stereo vision applications, where space and power are significant concerns.
机译:使用由立体相机设置获取的图像对来估计场景中的深度是立体视觉系统的重要任务之一。立体图像之间的差异允许3D信息获取,这在许多机器视觉应用中都是必不可少的。实用的立体视觉系统涉及很大范围的视差水平。考虑到图像的视差图提取是一项计算上的艰巨任务,基于视差级别的操作范围,实际的基于FPGA的实时算法需要提高设备利用率,从而导致大量功耗。本文开发了一种新的硬件高效的实时视差图计算模块。该模块不断估计给定立体图像集上所需的视差级别的精确范围,并通过验证立体设置摄像机的轴来将范围保持在尽可能低的水平。这样就可以在Altera Stratix IV系列的单个FPGA器件上实现整个模块的并行流水线设计。对于640 x 480像素的空间分辨率为80像素的立体图像对,以每秒大于320帧的速率计算出准确的视差图。所提出的技术以准确性为代价提供了非常好的处理速度,就视差级别而言,具有很好的可伸缩性。所提出的方法使得合适的模块能够在空间和功率是至关重要的实时立体视觉应用中提供高性能。

著录项

  • 来源
    《Microprocessors and microsystems》 |2010年第8期|P.259-273|共15页
  • 作者单位

    Laboratory of Electronics, Democritus University of Thrace, Department of Electrical and Computer Engineering, GR-67 100 Xanthi, Greece;

    rnLaboratory of Electronics, Democritus University of Thrace, Department of Electrical and Computer Engineering, GR-67 100 Xanthi, Greece;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    FPGA; robot vision; real-time imaging; disparity maps; vergence;

    机译:FPGA;机器人视觉实时成像;视差图;趋同;

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