用Fpga实现目标检测中的背景建模,采用高斯混合模型

Nataraj K R, Manu K.S, Sowjanya C M
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引用次数: 0

摘要

目前,在FPGA上实现图像处理算法的需求呈指数级增长。对图像处理在FPGA上的应用和实现进行了大量的研究工作。目前,高度复杂区域的目标识别、分类和识别是一个巨大的挑战。在拥塞区域跟踪目标是非常困难的。闭路电视用于检测和跟踪交通区域的物体。有时,由于动态背景中强度水平的变化,它会捕捉阴影,从而产生错误警报。本文设计了一种高效的背景电路来检测动态/静态背景中的目标,避免误报。该背景电路对实时采集的图像进行处理,并在FPGA上实现。结果表明,该方法在处理时间和面积利用率方面均取得了较好的效果。
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FPGA IMPLEMENTATION OF OBJECT DETECTION IN BACKGROUND MODELING USING GAUSSIAN MIXTURE MODEL
Demand for implementation of image processing algorithm on FPGA is exponentially increases in the present world. Many research works is carried for image processing applications and implementation on FPGA. Nowadays identification, classification, and recognition of an object in the highly sophisticated regions are big challenge. Tracking intended object in the congestion region is very difficult. CCTV is used to detect and track the object in the traffic regions. Sometimes it gives false alarm by capturing shadows due to change in the intensity levels in the dynamic background. In this paper an efficient background circuit is developed to detect the object in the dynamic/static background to avoid false alarm. The real time captured image is processed by the proposed background circuit, and it is implemented on FPGA. It has been observed that the result obtained from this proposed work is good in terms of processing time and area utilization.
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