一种混合深度学习和改进的SVM框架,用于实时检测铁路施工人员,并进行多级特征优化
Jianqiu Chen1, Huan Xiong2, Shixuan Zhou1
1Guangxi Key Laboratory of International Join for China-ASEAN Comprehensive Transportation, Nanning University, Nanning 530200, China.
Sensors (Basel, Switzerland)
|April 12, 2025
概括
本研究介绍了一种改进的支持矢量机器 (ISVM) 用于铁路工人检测,提高建筑区的安全性和效率. 这种新的方法显著提高了比传统方法的准确性和实时性能.
科学领域:
- 土木工程 土木工程是指土木工程.
- 计算机视觉 计算机视觉
- 人工智能的人工智能
背景情况:
- 铁路建设工地存在重大安全风险.
- 目前用于人员监控的手动和图像处理方法缺乏实时准确性.
- 有效的安全监测对于预防事故和建设效率至关重要.
研究的目的:
- 开发先进的铁路工人检测方法,以提高安全性和效率.
- 在复杂的建筑环境中克服传统监控技术的局限性.
- 提高人员检测系统的准确性和实时性能.
主要方法:
- 利用非局部平均噪声降低和图表平衡用于图像预处理.
- 使用Inception v3提取了多尺度特征,并应用了主要组件分析 (PCA) 来减少维度.
- 采用了改进的支持矢量机 (ISVM) 分类算法用于人员检测,包括数据增强和K-fold交叉验证,用于小样本优化.
主要成果:
- 通过ISVM方法,检测准确度显著提高.
- 与传统方法相比,拟议的方法实现了增强的实时性能.
- 该系统有效地解决了在复杂的铁路建设环境中的人员检测挑战.
结论:
- 基于ISVM的方法为铁路施工安全监测提供了一个强大的解决方案.
- 这种方法为提高工人安全和运营效率提供了至关重要的技术支持.
- 该研究验证了先进的人工智能技术在高风险工业环境中的有效性.
相关概念视频
Multi-input and Multi-variable systems
89
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
89
Improving Translational Accuracy
2.5K
2.5K
Classification of Systems-II
125
Continuous-time systems have continuous input and output signals, with time measured continuously. These systems are generally defined by differential or algebraic equations. For instance, in an RC circuit, the relationship between input and output voltage is expressed through a differential equation derived from Ohm's law and the capacitor relation,
125
Classification of Systems-I
161
Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
161
Classification of Signals
342
In signal processing, signals are classified based on various characteristics: continuous-time versus discrete-time, periodic versus aperiodic, analog versus digital, and causal versus noncausal. Each category highlights distinct properties crucial for understanding and manipulating signals.
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
342


