基于YOLO11-MBC的道路裂纹检测方法的研究
Jinhui Li1, Xiaowei Jiang1, Hui Peng2
1College of Vehicle and Traffic Engineering, Henan University of Science and Technology, Luoyang 471003, China.
Sensors (Basel, Switzerland)
|December 31, 2025
概括
这项研究介绍了YOLO11-MBC,这是一个先进的路面裂检测系统. 它通过增强特征提取和优化裂识别,显著提高复杂道路条件的准确性,优于现有方法.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 道路基础设施监测 道路基础设施监测
背景情况:
- 现有的路面裂识别方法的准确性很低,错误/错误检测率很高,特别是在复杂的道路条件下.
- 路面裂由于其延长的拓形状和与其他道路特征 (如树根和车道标记) 的相似性而带来挑战.
研究的目的:
- 为复杂的道路条件开发一种新且准确的路面裂识别方法.
- 为了提高微小的路面裂的检测,减少假阳性和错过的检测.
主要方法:
- 基于YOLO11的YOLO11-MBC模型,采用多尺度特征融合骨干网络 (MFFBN) 来改进特征提取.
- 引入了BiMCNet,将双向特征金字塔网络 (BiFPN) 与多模交叉注意力 (MCA) 机制相结合,以优化微小裂的检测.
- 实现了CGeoCIoU损失函数,以改善预测和地面真相界限框之间的对齐.
主要成果:
- 与基线YOLO11.11相比,YOLO11-MBC实现了F1得分的22.5%改善和mAP50的8%增加.
- 改进的算法表现出与YOLOv8,YOLOv10和YOLO11相比的优越性能,精度,回忆,F1得分,mAP50和mAP50-95分别为61%,70%,72%,75%和66%.
- 对RDD2022数据集进行的验证证实了拟议的模块和整体方法的有效性.
结论:
- 拟议的YOLO11-MBC方法在复杂的道路条件下显著提高了路面裂纹检测的准确性.
- 整合MFFBN,BiMCNet和CGeoCIoU损失函数有效地解决了现有方法的局限性.
- 该研究验证了一种强大而准确的方法,用于自动识别路面裂.
相关概念视频
Microcracking in Concrete
407
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...
407
Difference from Background: Limit of Detection
8.0K
The limit of detection (LOD) is the smallest amount of analyte that can be distinguished from the background noise. The LOD value corresponds to the concentration at which the analyte signal is three times larger than the standard deviation of the blank signal. Below this value, the analyte signal cannot be differentiated from the background noise. It is calculated by dividing the calibration slope by 3 times the standard deviation of the blank signals.
The LOD indicates the presence or absence...
The LOD indicates the presence or absence...
8.0K
Detection of Gross Error: The Q Test
6.8K
When one or more data points appear far from the rest of the data, there is a need to determine whether they are outliers and whether they should be eliminated from the data set to ensure an accurate representation of the measured value. In many cases, outliers arise from gross errors (or human errors) and do not accurately reflect the underlying phenomenon. In some cases, however, these apparent outliers reflect true phenomenological differences. In these cases, we can use statistical methods...
6.8K
Differential Staining Technique
1.9K
Differential staining is an essential microbiological technique that exploits variations in cell wall structures to classify and identify microorganisms. It facilitates the distinction of bacteria, aiding in diagnostic and research applications. Two of the most widely used differential staining methods are Gram staining and acid-fast staining, both of which rely on the chemical and structural differences in bacterial cell walls.Gram Staining TechniqueGram staining differentiates bacteria by...
1.9K
Extraction: Advanced Methods
1.0K
Metal ions can be separated from one another by complexation with organic ligands–the chelating agent– to form uncharged chelates. Here, the chelating agent must contain hydrophobic groups and behave as a weak acid, losing a proton to bind with the metal. Since most organic ligands used in this process are insoluble or undergo oxidation in the aqueous phase, the chelating agent is initially added to the organic phase and extracted into the aqueous phase. The metal-ligand complex is...
1.0K
Distance Measurements by Taping
384
Tapes are essential in surveying for accurate, durable, and short-distance measurements. Made from lightweight, nylon-coated steel, they offer flexibility and strength for rugged outdoor use. The nylon coating protects against rust and wear, extending the tape's life. Standard lengths, around 30 meters, are marked in meters and millimeters for precision.Surveyors select tapes based on site conditions and accuracy needs. Lightweight, nylon-coated tapes are commonly used for ease of handling and...
384


