高速FPGA实现霍夫变换的实时应用

L. Voudouris, S. Nikolaidis, A. Rjoub
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引用次数: 3

摘要

霍夫变换(Hough Transform, HT)是一种在图像处理和机器视觉应用中流行的线检测算法,因其对噪声和局部遮挡的容忍度而受到青睐。然而,由于其计算复杂性,实时视频处理的软件和硬件实现通常局限于低分辨率和帧率。我们提出了一种新的架构,利用现代FPGA固有的并行能力,结合高效的资源利用和深度流水线,实现高分辨率,高帧率视频的实时处理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
High speed FPGA implementation of hough transform for real-time applications
Hough Transform (HT) is a popular line detection algorithm in image processing and machine vision applications, favored for its tolerance to noise and partial occlusion. However, due to its computational complexity, software and hardware implementations for real-time video processing are usually limited to low resolutions and frame rates. We propose a novel architecture that exploits modern FPGA inherent parallelism capabilities, combined with efficient resource utilization and deep pipelining to enable real-time processing of high resolution, high frame rate videos.
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