基于改进YOLOv8智能化的嵌入式会议终端OA
Intelligent Embedded Conference Terminal Based on Improved YOLOv8
随着视频会议技术的快速发展和广泛应用,市场对高效、智能的会议设备需求日益增长.基于嵌入式技术设计了一种智能化集成会议终端系统.该系统采用系统级芯片(System on Chip,SoC)、摄像头、传感器和数字硅麦,结合高性能嵌入式平台,构建了数据采集、传输和处理的硬件平台.软件方面搭载安卓系统,采用YOLO(You Only Look Once)算法模型,结合轻量化检测头和优化损失函数,可实现图像智能处理.实验测试表明:改进后算法模型的计算量、参数量和内存空间占用均降低20%左右,同时算法的平均精度得到了改善;图像智能化功能成功率在97%以上,响应时间在2 s内;整机交互和通信功能的效果可靠稳定.该系统设计合理、性能稳定,为会议终端的智能化集成提供了可靠的解决方案.
With the rapid development and widespread application of video conference technology,the demand for efficient and intelligent conference equipment is increasing.An intelligent integrated conference terminal system is designed based on embedded technology.The system on chip(SoC),cameras,sensors,and digital sili-con microphones are utilized,combined with high-performance embedded platform,a hardware platform is built for data acquisition,transmission,and processing.In terms of software,the Android operating system is e-quiped,and the YOLO(You Only Look Once)algorithm model is adopted.Combined with a lightweight detec-tion head and an optimized loss function,intelligent image processing is achieved.Experimental tests show that the improved algorithm reduces computational load,parameter size,and memory usage of the model by about 20%,while the average accuracy of the algorithm is enhanced.The success rate of the intelligent image pro-cessing function exceeds 97%,with a response time of under 2 s.The interaction and communication function-alities of the entire system are reliable and stable.The system design is reasonable and has stable performance,providing a solid solution for the intelligent integration of conference terminals.
汪信;李博;钟鹏
浙江工业大学物理学院,浙江 杭州 310023||浙江宇视科技有限公司,浙江 杭州 310051浙江工业大学物理学院,浙江 杭州 310023浙江宇视科技有限公司,浙江 杭州 310051
信息技术与安全科学
视频会议终端嵌入式系统智能化目标检测
video conference terminalembedded systemintelligentizationobject detection
《测控技术》 2026 (5)
9-17,9
浙江工业大学产学研项目(KYY-HX-20220057)
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