基于PYNQ的运动目标检测系统  被引量:1

Moving object detection system based on PYNQ

在线阅读下载全文

作  者:陈支鹏 张霞 白鹏 李超 CHEN Zhipeng;ZHANG Xia;BAI Peng;LI Chao(College of Electronic Engineering,Xi’an University of Posts and Telecommunications,Xi’an 710121,China)

机构地区:[1]西安邮电大学电子工程学院,陕西西安710121

出  处:《电子设计工程》2023年第24期172-176,共5页Electronic Design Engineering

摘  要:运动目标检测技术作为计算机视觉领域的研究热点之一,在智能安防、重点场所监控等领域应用广泛。为了在PYNQ-Z2开发平台上实现运动目标检测系统,基于软硬件协同设计的思想进行了系统功能划分。在可编程逻辑PL部分,使用Xilinx Vitis HLS工具进行图像处理模块硬件加速IP核的开发和整合。在处理系统PS端,通过Jupyter Notebook平台使用Python语言进行视频数据的读取以及硬件的调用。实验结果表明,在PYNQ-Z2平台上实现了运动目标检测系统,可同时对多个运动目标进行检测,在输入视频分辨率为800×600时的处理速度为14.3帧/秒,基本能满足实时性要求。As one of the research hotspots in the field of computer vision,moving object detection technology is widely used in intelligent security,special place monitoring,and so on.In order to implement the moving object detection system on PYNQ-Z2,the system function is divided based on the idea of hardware⁃software codesign.In the programmable logic named PL,Xilinx Vitis HLS tool is used to develop and integrate the IP core of each image processing module.On the processing system named PS,the video data is read and the hardware is called by using Python through Jupyter Notebook.The experimental results show that the moving target detection system can be implemented on the platform of PYNQ-Z2,which can detect multiple moving targets at the same time.When the input video resolution is 800×600,the processing speed is 14.3 frame/s,which can basically meet the real⁃time requirement.

关 键 词:PYNQ 运动目标检测 帧间差分法 软硬件协同设计 IP核 

分 类 号:TN919.8[电子电信—通信与信息系统]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象