应用增强实时监控和计数方法,以有效管理塔什干特的交通
Alpamis Kutlimuratov1, Jamshid Khamzaev2, Temur Kuchkorov3
1Department of AI, Software Gachon University, Seongnam-si 13120, Republic of Korea.
Sensors (Basel, Switzerland)
|June 10, 2023
概括
本研究介绍了使用YOLOv5和DeepSort用于智能运输系统的增强实时车辆计数系统. 该系统在识别和跟踪车辆方面达到98.1%的准确性,以减少交通拥堵.
科学领域:
- 智能运输系统 (ITS) 是一种智能运输系统.
- 计算机视觉 计算机视觉
- 交通管理 交通管理
背景情况:
- 交通拥堵是城市地区的一个重大挑战,影响了效率和生活质量.
- 准确的实时车辆数据对于有效的交通管理和智能交通系统的开发至关重要.
研究的目的:
- 开发和增强智能运输系统的实时车辆计数系统.
- 提高车辆识别和跟踪的准确性和可靠性.
- 通过精确的实时交通监控来缓解交通拥堵.
主要方法:
- 使用你只看一次版本5 (YOLOv5) 模型进行车辆识别,以实现高性能和速度.
- 车辆跟踪和计数采用DeepSort算法,结合卡尔曼波器和Mahalanobis距离.
- 使用拟议的模拟循环技术来准确获取车辆.
- 使用塔什干特道路上的CCTV摄像机的视频数据进行实证验证.
主要成果:
- 开发的系统在识别和跟踪车辆方面表现出高度准确性.
- 该系统在车辆计数中实现了98.1%的准确性.
- 该系统的处理时间记录在0.2408秒,表明有效的实时性能.
结论:
- 增强的实时车辆计数系统为交通监控提供了准确有效的解决方案.
- 整合YOLOv5和DeepSort算法显著改善了车辆识别和跟踪能力.
- 该系统显示出在智能运输系统中应用的巨大潜力,以缓解交通拥堵.
相关概念视频
Manipulation and Analysis
GIS manipulation and analysis functions are vital for decision-making and planning. These activities range from data retrieval tasks, such as selecting information based on specific criteria, to advanced analytical techniques that address complex spatial problems.One critical GIS analysis method is overlaying, which combines multiple data layers to examine impacts. For example, overlaying a river-dammed lake boundary with road networks can identify affected infrastructure. Another common...
Applications of GIS: Disaster Management and Emergency Response
Geographic Information System (GIS) technology is essential for risk identification, action prioritization, and resource optimization in critical situations like flooding and earthquakes. By integrating spatial and demographic data, GIS provides a comprehensive framework for emergency response.GIS integrates data layers, like rainfall intensity, topography, elevation profiles, and river levels, to model high-risk flood zones. These layers assess areas susceptible to flooding based on their...
Design Example: Alignment of a Road Line Using GIS
The alignment of a road line using Geographic Information Systems (GIS) is a critical process in civil engineering, combining advanced technology with practical decision-making. This methodology begins with the collection of geospatial data, including information on land cover, geomorphology, drainage patterns, slope, and contour details. Such data is typically acquired through satellite imagery and GIS tools, offering a comprehensive understanding of the terrain.Once the data is gathered, it...


