钢的表面缺陷检测基于改进的YOLOv5算法.
1School of Intelligent Equipment, Changzhou College of Information Technology, Changzhou 213164, China.
Mathematical biosciences and engineering : MBE
|December 5, 2023
概括
这项研究增强了YOLOv5钢表面缺陷检测模型,以提高准确性和效率. 改进的算法实现了更高的平均平均精度 (mAP),同时保持了快速的处理速度.
科学领域:
- 材料科学 材料科学 材料科学
- 计算机视觉 计算机视觉
- 人工智能的人工智能
背景情况:
- 钢表面缺陷检测对于质量控制至关重要.
- 现有的方法在平衡检测准确性和处理效率方面面临挑战.
- YOLOv5模型提供了一个基础,但需要针对特定的工业应用进行优化.
研究的目的:
- 增强YOLOv5模型,以改善钢表面缺陷检测.
- 在缺陷识别中实现准确性和效率之间的卓越平衡.
- 为实时工业监控引入新的算法改进.
主要方法:
- 使用K-means++算法优化箱本地化.
- 过渡的损失函数从通用交叉点在欧盟 (GIOU) 到高效交叉点在欧盟 (EIOU).
- 实施了Carafe上采样和集成的挤压和刺激网络 (SE-Net) 模块.
主要成果:
- 实现了83.3%的平均平均精度 (mAP),比原来的YOLOv5.5增加了7个百分点.
- 与其他先进算法相比,模型大小显著减少.
- 保持了每秒47的处理速度.
结论:
- 拟议的改进有效地提高了钢表面缺陷检测的准确性和效率.
- 优化的YOLOv5模型在工业应用中表现出强大的性能.
- 这种方法为钢铁制造业的实时,高精度缺陷识别提供了可行的解决方案.
更多相关视频
相关概念视频
Mechanical Characteristics of Steel
578
The mechanical characteristics of steel are assessed through various tests that evaluate its strength, toughness, and flexibility. These tests include tension, torsion, impact, bending, and hardness assessments, each providing crucial information about steel's suitability for specific applications.
The tension test is fundamental for determining tensile strength. In this test, a steel specimen is stretched using a gripping device until it breaks. The data collected during this test are used...
The tension test is fundamental for determining tensile strength. In this test, a steel specimen is stretched using a gripping device until it breaks. The data collected during this test are used...
578
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
Shear on the Horizontal Face of a Beam Element
177
To understand shear on the flat side of a prismatic beam element, consider the vertical and horizontal shearing forces, and the normal forces, acting on the element. The element's upper (U) and lower (L) sections, which are divided by the beam's neutral axis, are examined. The equilibrium of these forces is determined by applying the equilibrium equation, which helps identify the horizontal shearing force. This force is directly related to the bending moments and the cross-section's...
177
Three-Dimensional Analysis of Strain
221
Three-dimensional strain analysis is crucial for understanding how materials deform under stress, particularly in elastic, homogeneous materials. This method employs principal stress axes to simplify complex stress states into more understandable forms. Subjected to stress, a small cubic element within a material either expands or contracts along these axes, transforming into a rectangular parallelepiped. This transformation effectively illustrates the material's deformation. The principal...
221
Detection of Gross Error: The Q Test
6.1K
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...
6.1K
Non-destructive Tests for Concrete Strength
122
The rebound hammer test, also known as the Schmidt hammer test, is a non-destructive technique for evaluating the hardness of concrete and, indirectly, the strength of concrete. It operates on the principle that the rebound of a spring-driven mass from a concrete surface correlates to the surface's hardness. The device comprises a mass within a tubular housing, a spring mechanism, and a plunger that strikes the concrete. Upon release, the energy imparted to the mass by the spring causes it...
122


