基于粒子滤波的视频目标跟踪的FPGA实现

S. Agrawal, Pinalkumar Engineer, R. Velmurugan, S. Patkar
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引用次数: 9

摘要

为了提高信号处理算法的性能,不断要求以最小的资源提高计算速度。本文提出了一种改进的基于颜色直方图的粒子滤波器的结构和实现,用于视频中的目标跟踪。该体系结构以高度并行的形式实现了权重计算和直方图计算。该架构通过对内存的有效利用节省了较少的资源。使用单对象场景演示了该算法的性能。
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 Particle Filter Based Object Tracking in Video
There is a continuous requirement of enhancing the computation speed with minimum resources to improve performance of signal processing algorithm. This paper proposes an architecture and implementation of a modified color histogram based Particle filter for object tracking in video. This architecture implements weight calculation and histogram calculation in a highly parallel form. The proposed architecture occupies less resource saving by effective memory utilization. The performance of the algorithm is demonstrated using a single object scenario.
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