基于改进的YOLOv5图像识别技术的高速铁路道全景检查
Yixin Duan1, Su Qiu1, Weiqi Jin1
1MOE Key Laboratory of Optoelectronic Imaging Technology and System, Beijing Institute of Technology, Beijing 100081, China.
Sensors (Basel, Switzerland)
|July 14, 2023
概括
本研究介绍了一种人工智能驱动的系统,用于自动检查铁路道设备. 深度学习模型在具有挑战性的照明条件下实现了高精度,确保了高效的维护.
科学领域:
- 铁路工程 铁路工程是指铁路工程.
- 计算机视觉 计算机视觉 计算机视觉
- 人工智能的人工智能是人工智能.
背景情况:
- 高速铁路需要高效准确的自动设备维护.
- 铁路道面临着独特的挑战,包括高速动态和可变照明 (道出口的低照明和强光).
- 现有的检查方法可能无法满足现代高速铁路运营的要求.
研究的目的:
- 开发铁路道设备的自动检查解决方案.
- 为应对高动态和低照明成像环境的挑战.
- 为了提高设备检测维护的速度和准确性.
主要方法:
- 在检查车辆上实施超波形光学全景成像系统.
- 开发一个针对铁路设备识别的YOLOv5-CCFE物体检测模型.
- 利用深度学习在全景图像中进行对象识别.
主要成果:
- YOLOv5-CCFE模型实现了平均平均精度 (mAP@0.5) 的98.6%和mAP@0.5:0.95的68.9%.
- 该系统显示了高的每秒 (FPS) 值为158.
- 该解决方案有效地处理高动态现象和低照明成像.
结论:
- 拟议的全景成像和深度学习对象识别解决方案符合铁路道设备的自动检查要求.
- YOLOv5-CCFE模型显示了在铁路维护中实际应用的巨大潜力.
- 该系统提供了一种强大的方法来检查在具有挑战性的道环境中的设备.
更多相关视频
相关概念视频
Computed Tomography
4.6K
Tomography refers to imaging by sections. Computed tomography (CT) is a non-invasive imaging technique that uses computers to analyze several cross-sectional X-rays to reveal minute details about structures in the body.
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
The technique was invented in the 1970s and is based on the principle that as X-rays pass through the body, they are absorbed or reflected at different levels. In the technique, a patient lies on a motorized platform while a computerized axial tomography (CAT) scanner rotates...
4.6K
Imaging Biological Samples with Optical Microscopy
4.9K
Optical microscopy uses optic principles to provide detailed images of samples. Antonie van Leeuwenhoek designed the first compound optical microscope in the 17th century to visualize blood cells, bacteria, and yeast cells. In 1830, Joseph Jackson Lister created an essentially modern light microscope. The 20th century saw the development of microscopes with enhanced magnification and resolution.
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
In optical microscopy, the specimen to be viewed is placed on a glass slide and clipped on the stage...
4.9K
Positron Emission Tomography
4.3K
Positron emission tomography (PET) is a medical imaging technique involving radiopharmaceuticals — substances that emit short-lived radiation. Although the first PET scanner was introduced in 1961, it took 15 more years before radiopharmaceuticals were combined with the technique and revolutionized its potential.
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
One of the main requirements of a PET scan is a positron-emitting radioisotope, which is produced in a cyclotron and then attached to a substance used by the part of the body...
4.3K
Detection of Black Holes
2.2K
Although black holes were theoretically postulated in the 1920s, they remained outside the domain of observational astronomy until the 1970s.
Their closest cousins are neutron stars, which are composed almost entirely of neutrons packed against each other, making them extremely dense. A neutron star has the same mass as the Sun but its diameter is only a few kilometers. Therefore, the escape velocity from their surface is close to the speed of light.
Not until the 1960s, when the first neutron...
Their closest cousins are neutron stars, which are composed almost entirely of neutrons packed against each other, making them extremely dense. A neutron star has the same mass as the Sun but its diameter is only a few kilometers. Therefore, the escape velocity from their surface is close to the speed of light.
Not until the 1960s, when the first neutron...
2.2K
Imaging Studies III: Computed Tomography
28
DefinitionComputed Tomography (CT) of the genitourinary (GU) tract is a non-invasive imaging modality that utilizes X-rays and computer processing to generate detailed cross-sectional images of the urinary system, encompassing the kidneys, ureters, bladder, and adjacent structures such as the adrenal glands.PurposeCT scans of the GU tract serve several diagnostic and therapeutic purposes, including:Diagnosis of Urinary Tract Diseases: Detects kidney stones, tumors, cysts, and congenital...
28
X-ray Imaging
5.6K
German physicist Wilhelm Röntgen (1845–1923) was experimenting with electrical current when he discovered that a mysterious and invisible "ray" would pass through his flesh but leave an outline of his bones on a screen coated with a metal compound. In 1895, Röntgen made the first durable record of the internal parts of a living human: an "X-ray" image (as it came to be called) of his wife’s hand. Scientists worldwide quickly began their own experiments with...
5.6K


