高层建筑正面的缺陷的智能检测方法使用红外热谱.
Daiming Liu1, Yongqiang Jin2, Yuan Yang2
1School of Mechanical Engineering, Sichuan University, Chengdu 610065, China.
Sensors (Basel, Switzerland)
|January 28, 2026
概括
这项研究引入了一种智能方法,用于使用红外成像检测高层建筑的立面缺陷. 该方法通过完善图像细分和采用先进的对象检测来提高准确性,提高检查可靠性.
科学领域:
- 建筑工程 建筑工程 建筑工程
- 计算机视觉 计算机视觉
- 材料科学 材料科学 材料科学
背景情况:
- 高层建筑的立面容易受到环境暴露造成的缺陷.
- 面部检查的红外热学面临着由于干扰和模糊边界的低精度的挑战.
研究的目的:
- 开发一种智能,准确的缺陷检测方法,用于高层建筑的立面,使用红外图像.
- 克服传统红外检查方法的局限性,包括干扰和模糊的缺陷边缘.
主要方法:
- 一个两阶段的方法:DeepLabV3+细分与一个新的边界精细化模块和三重约束损失来消除干扰.
- YOLOv11对象检测模型应用于细分图像,用于识别特定缺陷,如裂和脱落.
- 超像素线性代集群 (SLIC) 提高了预测的流性和稳定性.
主要成果:
- 在180个无人机收集的红外图像的数据集上,实现了89.7%的检测精度和87.9%的mAP@0.5.
- 与现有的算法相比,在识别立面缺陷方面表现出优越的性能.
- 成功地缓解了红外墙面检查中干扰和模糊边界的问题.
结论:
- 拟议的智能缺陷检测方法显著提高了高层建筑立面检查的准确性和可靠性.
- 先进的细分和检测模型的组合为复杂的红外成像挑战提供了强大的解决方案.
- 这种方法为主动的建筑维护和安全提供了有价值的工具.
相关概念视频
Rise of Liquid in a Capillary Tube
3.2K
When very thin cylindrical tubes, called capillaries, are dipped in a liquid, the liquid rises or falls in the tube compared to the surrounding liquid. This phenomenon is called capillary action. Capillary action occurs due to the combination of two opposing forces: the cohesive forces of the liquid, which cause it to stick to itself and form a rounded shape, and the adhesive forces between the liquid and the walls of the container, which cause the liquid to be attracted to the container walls.
3.2K
Intelligence
8.6K
The term "intelligence" is complex because it refers to both behavior and individuals, and its interpretation varies across cultures. European Americans tend to link intelligence with reasoning and cognitive skills, while in Kenya, it is tied to responsible participation in family and social life. In Uganda, intelligence is seen as the ability to know the right actions and carry them out effectively, while the Iatmul people of Papua New Guinea associate it with the capacity to remember...
8.6K
Lumber Defects
509
Lumber defects, which can affect both the appearance and structural integrity of wood, include a variety of growth and manufacturing flaws. Growth defects such as knots and knotholes occur where branches were once attached to the tree trunk, with knotholes forming when these knots fall out. Other natural defects include decay and insect damage, which compromise the wood's strength and durability.
Shakes are minor fractures that run along or across the wood's annual rings, while wane is...
Shakes are minor fractures that run along or across the wood's annual rings, while wane is...
509
Measures of Intelligence
8.4K
Psychologists measure intelligence by using standardized tests that produce a score known as the intelligence quotient or IQ. To understand IQ tests, it's important to recognize the key principles behind their construction: validity, reliability, and standardization.
Validity refers to how well a test measures what it claims to measure. An intelligence test should accurately assess intelligence rather than another characteristic, like anxiety. Criterion validity is one way to evaluate this;...
Validity refers to how well a test measures what it claims to measure. An intelligence test should accurately assess intelligence rather than another characteristic, like anxiety. Criterion validity is one way to evaluate this;...
8.4K
Movement Joints in Buildings
343
Movement joints in buildings are essential design elements that accommodate inevitable motions caused by various factors such as temperature changes, moisture content variations, and structural deflections. These motions, if not considered in design and construction, can lead to unsightly or dangerous damage. Movement joints are incorporated in different forms to manage these stresses and allow materials to move without causing distress.
The simplest type of movement joints, working joints, are...
The simplest type of movement joints, working joints, are...
343
Types of Building Stone
435
Building stones, essential materials for construction, are extracted from natural rock deposits and processed into specific forms and dimensions suitable for various building applications. These stones are broadly classified into three types based on their geological formation: igneous, sedimentary, and metamorphic.
Igneous rocks are formed from the solidification of magma or lava. An example is granite, known for its durability and resistance to weathering, making it ideal for parts of...
Igneous rocks are formed from the solidification of magma or lava. An example is granite, known for its durability and resistance to weathering, making it ideal for parts of...
435


