PaveDistress: 一个全面的路面危机检测数据集
Zhen Liu1, Wenxiu Wu2, Xingyu Gu1
1Department of Roadway Engineering, School of Transportation, Southeast University, Nanjing, 211189, China.
Data in brief
|December 5, 2024
概括
PaveDistress数据集提供了高分辨率的道路图像,用于检测路面上的裂和坑洞等路面的困境. 该资源有助于开发先进的机器学习模型,用于自动化道路维护和状态监测.
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
- 机器学习 机器学习
背景情况:
- 道路表面的困扰严重影响基础设施安全和维护成本.
- 自动检测路面缺陷对于有效的道路管理至关重要.
研究的目的:
- 介绍PaveDistress数据集,这是一个全面的高分辨率道路表面应急图像集.
- 促进深度学习模型的开发,用于自动化道路缺陷检测和分类.
主要方法:
- 采集的高分辨率图像使用一个专门的路面检查车辆与先进的成像设备.
- 在不同的环境和照明条件下捕获数据,包括道和不同的天气.
- 将图像组织成特定的应急类别 (裂,坑洞,维修) 以进行详细分析.
主要成果:
- "PaveDistress"数据集包括各种道路危险图像,具有准确的真实世界覆盖尺寸.
- 图像具有 3854 × 2065 像素的分辨率,以 1mm 的间隔拍摄.
- 该数据集支持各种计算机视觉任务,包括图像分类,对象检测和细分.
结论:
- PaveDistress数据集是推动自动化路面状况监测研究的宝贵资源.
- 它可以创建强大的机器学习模型,用于非破坏性道路缺陷评估.
- 促进智能道路维护系统的实际应用.
相关概念视频
Design Example: Joints in Concrete Pavements
175
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...
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Masonry Paving
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The construction of masonry paving involves using materials such as bricks, stones, and concrete masonry units. These materials are chosen for their shape, color, strength, and resistance to abrasion and weathering. Masonry units can be installed dry on a thin layer of sand and a gravel base, or they can be embedded in mortar or asphalt on a concrete slab. For areas subjected to heavy vehicular loads, a rigid base layer of reinforced or unreinforced concrete is recommended. In contrast,...
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Creep in Concrete
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Creep refers to the time-dependent increase in strain under a sustained load, excluding other time-dependent deformations associated with shrinkage, swelling, and thermal expansion in concrete. The primary mechanism behind creep involves the loss of physically adsorbed water from the calcium silicate hydrate within the hydrated cement paste. This process is further exacerbated by concrete's non-linear stress-strain relationship, microcrack development in the interfacial transition zone, and...
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Abrasion Resistance of Concrete
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Abrasion resistance is an essential characteristic of concrete that determines its durability and longevity under various wear conditions. Concrete surfaces are vulnerable to different types of abrasion. For instance, surfaces may wear down due to the constant movement of vehicles or be eroded by solids carried in water, as seen in concrete canal linings. Specific tests are conducted to measure the abrasion resistance of concrete.
One such test is the revolving disc test, where three plates...
One such test is the revolving disc test, where three plates...
106
Microcracking in Concrete
102
Microcracking in concrete refers to the tiny cracks that can form within the material even before any external load is applied. These microcracks typically occur at the interface between the coarse aggregate and the hydrated cement paste, often as a result of differential volume changes prompted by variations in stress-strain behavior, as well as thermal and moisture movement. Initially, these microcracks remain stable and do not grow substantially until the concrete is stressed to about 30...
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Pore Size Distribution
87
In concrete, the pore size distribution significantly influences the material's properties. Capillary pores, markedly larger than gel pores, form a vast network within partially hydrated cement paste, reducing the concrete's strength and increasing its permeability. This heightened permeability leads to a greater risk of damage from environmental factors like freeze-thaw cycles and chemical attacks, with the extent of vulnerability also being tied to the water-to-cement ratio.
Adequate...
Adequate...
87


