基于旋转盒注释的混凝土路面疾病的量化方法
Danlan Li1, Mingxing Gao1, Xuefeng Guan1
1College of Energy and Transportation Engineering, Inner Mongolia Agricultural University, Hohhot, Inner Mongolia, China.
Science progress
|November 24, 2025
概括
这项研究引入了一种使用无人机检测混凝土路面疾病的改进方法. 新的方法提高了疾病量化准确性和计数精度,改善了道路安全和维护.
科学领域:
- 土木工程 土木工程是指土木工程.
- 交通基础设施 交通基础设施
- 计算机视觉 计算机视觉
背景情况:
- 混凝土路面状况会影响道路安全和驾驶舒适度.
- 目前用于路面疾病检测的水平框算法在精确的维度量化和重复检测方面存在局限性.
- 智能定量路面疾病对于有效的道路维护至关重要.
研究的目的:
- 为了解决当前路面疾病检测方法的局限性.
- 开发一个改进的系统,准确量化和列举混凝土路面疾病.
- 为自动化路面状况评估建立一个坚实的基础.
主要方法:
- 建立了基于无人机的混凝土路面疾病数据集,并附有旋转框注释.
- 验证了数据集分割和网络架构对模型检测准确性的影响.
- 进行了疾病维度量化的比较实验 (模型与手动检测).
- 评估了目标检测模型对跟踪结果的影响,使用了一个增强模型.
主要成果:
- 疾病大小量化的相对误差低于5.42%.
- 疾病计数精度达到90%,比基线模型有44%的改进.
- 改进后的模型在检测和量化路面疾病方面表现强.
结论:
- 开发的模型为准确的混凝土路面疾病量化提供了可靠的解决方案.
- 改进的检测和计数精度有助于提高道路安全和维护效率.
- 这项研究为先进的自动化路面状况评估系统提供了基础.
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