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FPGA-based infrared image deblurring using angular position of IR detector

机译:基于FPGA的红外图像去孔使用IR检测器的角度位置

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摘要

The motion of the object or the infrared (IR) imaging system during the integration time causes blurring of the IR image. This study covers real-time field programmable gate array (FPGA)-based deblurring for IR detectors, and an inertial measurement unit (IMU) was used to quantify the blur caused by the IR detector movement. Point spread function for each pixel was calculated using the angular position data of the IR detector obtained from IMU. Both spatially invariant and spatially variant blur cases can be modeled for the IR detector motion. After the quantification, the spatially invariant-type blur was eliminated using a Wiener filter-based deblurring algorithm. Deblurring algorithm was implemented in the Xilinx system generator environment directly using FPGA IP cores. The simulation results in the Xilinx system generator environment indicate that the proposed image deblurring method is real-time applicable, and it reduces the processing time of a single frame to 4 ms. For the implementation of 2D-fast Fourier transform design in FPGA using the corner turn matrix method, memory management is the most critical factor influencing the speed. The real-time deblurring solution given herein has the potential to be used in IR cameras on the moving platforms to increase the performance and robustness in systems such as object tracking and visual navigation.
机译:对象或红外(IR)成像系统在积分时间期间的运动导致IR图像的模糊。本研究涵盖了用于IR探测器的基于DeBlurring的实时场可编程栅极阵列(FPGA),并且惯性测量单元(IMU)用于量化由IR检测器移动引起的模糊。使用从IMU获得的IR检测器的角位置数据计算每个像素的点扩展功能。空间不变和空间变型模糊盒都可以为IR检测器运动进行建模。在定量之后,使用基于维纳滤波器的去孔算法消除了空间不变型模糊。使用FPGA IP核心直接在Xilinx系统生成器环境中实现了去孔算法。 Xilinx系统发生器环境中的仿真结果表明,所提出的图像去纹理方法是实时适用,并且将单个帧的处理时间降低到4ms。为了实现FPGA中的2D-Fast傅里叶变换设计,使用拐角旋转矩阵法,内存管理是影响速度的最关键因素。本文给出的实时去孔溶液具有在移动平台上的IR摄像机中使用的可能性,以提高系统中的性能和鲁棒性,例如对象跟踪和视觉导航。

著录项

  • 来源
    《The Visual Computer》 |2021年第7期|2039-2050|共12页
  • 作者

    Doner Tugay; Gokcen Dincer;

  • 作者单位

    Hacettepe Univ Elect & Elect Engn TR-06800 Ankara Turkey;

    Hacettepe Univ Elect & Elect Engn TR-06800 Ankara Turkey|METU MEMS Res & Applicat Ctr TR-06531 Ankara Turkey;

  • 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

    Infrared imaging; Blur; FPGA; Point spread function; IMU;

    机译:红外成像;模糊;FPGA;点传播功能;IMU;

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