用FPGA实现的一种利用三维信息的车辆检测算法

M. Hariyama, K. Yamashita, M. Kameyama
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引用次数: 4

摘要

本文提出了一种基于三维信息的车辆检测算法及其FPGA实现。为了高速获取三维信息,采用基于特征的立体匹配来减小搜索面积。我们的算法由一些具有高度列级并行性的任务组成。基于并行性,我们提出了在存储模块和处理元件之间进行本地数据传输的面积高效VLSI架构。图像被均匀地分成带有一些列的块,并将一个块分配给PE。每个PE并行地执行处理。该架构在FPGA (Altera Stratix EP1S40F1020C7)上实现。在图像尺寸为640 × 480、100帧/秒、工作频率为100mhz的规格下,30个pe只需要11000个逻辑元件(< 30%)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
FPGA implementation of a vehicle detection algorithm using three-dimensional information
This paper presents a vehicle detection algorithm using 3-dimensional(3D) information and its FPGA implementation. For high-speed acquisition of 3D information, feature- based stereo matching is employed to reduce search area. Our algorithm consists of some tasks with high degree of column- level parallelism. Based on the parallelism, we propose area- efficient VLSI architecture with local data transfer between memory modules and processing elements. Images are equally divided into blocks with some columns, and a block is allocated to a PE. Each PE performs the processing in parallel. The proposed architecture is implemented on FPGA (Altera Stratix EP1S40F1020C7). For specifications of image size 640 times 480, 100 frames/sec, and operating frequency 100 MHz, only 11,000 logic elements (< 30%) are required for 30 PEs.
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