使用语义细分识别的民用基础设施的结构部件识别和损坏定位.
Piotr Tauzowski1, Mariusz Ostrowski1, Dominik Bogucki1,2
1Institute of Fundamental Technological Research, Polish Academy of Sciences, 02-106 Warsaw, Poland.
Sensors (Basel, Switzerland)
|August 14, 2025
概括
使用深度学习自动化民用基础设施检查显示出有前景. 在合成数据上训练的卷积神经网络在识别结构部件和损伤方面取得了高准确性,证明了现实世界的应用潜力.
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:
- 民用基础设施的视觉检查是昂贵和耗时的.
- 结构健康评估的自动化是一个重要的研究领域.
- 深度神经网络为自动化检查提供了潜力.
研究的目的:
- 训练和评估U-net和DeepLab v3+卷积神经网络用于结构健康评估.
- 开发一个用于培训和验证的合成数据集.
- 在真实世界的基础设施图像上评估深度学习模型的性能.
主要方法:
- 在合成Tokaido数据集上培训U-net和DeepLab v3+.
- 使用语义细分面具来识别组件和损坏.
- 应用数据增强技术来增强合成数据集.
主要成果:
- 模型在验证数据上实现了97%的准确性和87%的欧盟平均交叉点 (mIoU).
- 在真实世界结构的语义细分方面有希望的结果.
- 在识别结构部件方面,DeepLab v3+的表现优于U-net,但没有损坏.
结论:
- 在合成数据上训练的深度学习模型可以有效地执行结构健康评估.
- 合成的Tokaido数据集是培训检查模型的宝贵资源.
- 在基础设施评估中,DeepLab v3+在组件识别方面表现出卓越的性能.
相关概念视频
Structural Classification of Joints
4.1K
Joints, also known as articulations, are classified based on their structural characteristics, i.e., based on whether the articulating surfaces of the adjacent bones are directly connected by fibrous connective tissue or cartilage, or whether the articulating surfaces contact each other within a fluid-filled joint cavity. These differences serve to divide the joints of the body into three structural classifications.
A fibrous joint is where the adjacent bones are united by fibrous connective...
A fibrous joint is where the adjacent bones are united by fibrous connective...
4.1K
Design Example: Alignment of a Road Line Using GIS
104
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...
104
Segregation in Fresh Concrete
235
Segregation in fresh concrete is a phenomenon where the components of the concrete mix separate, leading to uneven distribution and compromised structural integrity. This separation typically occurs when concrete is subjected to excessive horizontal movement within forms, or when it is dropped from considerable heights or forced through narrow, winding paths. As a result, heavier coarse aggregate particles settle at the bottom, while lighter, finer materials such as cement and water rise to the...
235
Design Example: Identifying the Locations of Monuments in the Field Using Global Positioning System Device
168
Surveyors use Global Positioning System (GPS) technology to measure the precise location and elevation of points on Earth. In a recent survey, GPS receivers were used to determine the coordinates and elevations of two park monuments. The process involved careful mission planning, data collection, and correction to ensure accuracy. The survey began with mission planning to identify optimal satellite visibility and minimize Position Dilution of Precision (PDOP). A geodetic control point...
168
Design Example: Joints in Concrete Pavements
264
Concrete pavement joints are essential for maintaining the structural integrity and longevity of pavement by controlling where and how the pavement cracks. These joints can be categorized based on their functions, such as contraction or control joints, construction joints, isolation joints, and expansion joints.
Contraction joints are typically formed by sawing a groove into the concrete shortly after it has hardened. This creates a weakened vertical plane, deliberately encouraging cracking at...
Contraction joints are typically formed by sawing a groove into the concrete shortly after it has hardened. This creates a weakened vertical plane, deliberately encouraging cracking at...
264


