变分光流的fpga优化结构

P. Belyakov, M. Nikiforov
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引用次数: 2

摘要

密度光流估计的变分方法被广泛应用于运动检测、目标跟踪、三维重建和自主导航等图像处理应用中。变分光流估计的非线性模型是最精确但也是最复杂和计算量最大的方法,其在FPGA上的实现从设计复杂性和性能上都是妥协的。本文介绍了基于fpga的具体解决方案,并使用Verilog硬件描述语言实现。该方案能够实时处理非线性光流,可作为FPGA光流处理加速器。
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An FPGA-Optimized Architecture of Variational Optical Flow
The variational methods for dense optical flow estimation are widely known and adopted techniques for motion detection, object tracking, 3D reconstruction and autonomous navigation in image processing applications. A non-linear model of variational optical flow estimation is the most accurate but also most complicated and computationally intensive method and its implementation in an FPGA is compromise from both a design complexity and a performance. The article is devoted to the specific FPGA-based solution which has been implemented using Verilog hardware description language. The suggested solution is able to process the non-linear optical flow in real time and might be applied as FPGA -accelerator for optical flow processing.
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