Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Plastic Deformation in Circular Shafts01:20

Plastic Deformation in Circular Shafts

When materials are subjected to forces that surpass their yield strength, they undergo a process known as plastic deformation. This results in a permanent alteration or strain in their structure. This concept can be specifically applied to circular shafts, where the deformation leads to a change in its shape. The precise evaluation of this plastic deformation requires understanding the stress distribution within the circular shaft, which is achieved by calculating the maximum shearing stress in...
Imperfections in Crystal Structure: Point, Line and Plane Defects01:25

Imperfections in Crystal Structure: Point, Line and Plane Defects

A perfect crystal, in theory, has a uniform structure with the same unit cell and lattice points throughout. However, any deviation from this periodic arrangement is known as an imperfection or defect. These defects can be categorized into three types: point, line, and plane defects.Point defects occur when there is a deviation from the ideal due to missing atoms, displaced atoms, or additional atoms. These imperfections might occur due to imperfect packing during crystallization or because of...
Imperfections in Crystal Structure: Stoichiometric Point Defects01:26

Imperfections in Crystal Structure: Stoichiometric Point Defects

Schottky defects arise when some lattice points in a crystal, such as those in NaCl, remain unoccupied, creating lattice vacancies without disturbing the overall electrical neutrality of the crystal. This defect is common in ionic crystals where the positive and negative ions are similar in size, as seen in sodium chloride and cesium chloride. The presence of Schottky defects enables the crystal to conduct electricity to a small extent through an ionic mechanism. Electric fields cause nearby...
Imperfections in Crystal Structure: Non-Stoichiometric Defects01:29

Imperfections in Crystal Structure: Non-Stoichiometric Defects

Non-stoichiometric defects refer to a type of defect in the crystal structure of a compound where the ratio of its constituent elements deviates from the ideal stoichiometric ratio. There are two main types of non-stoichiometric defects: metal excess defects and metal deficiency defects.Metal excess defects occur when there is a slight surplus of metal ions than what is required by the stoichiometric ratio of the compound. For example, heating a sodium chloride crystal in sodium vapor results...
Lumber Defects01:23

Lumber Defects

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...
Response Surface Methodology01:16

Response Surface Methodology

Response Surface Methodology (RSM) is a collection of statistical and mathematical techniques used to develop, improve, and optimize processes. It is particularly valuable when many input variables or factors potentially influence a response variable.
The process of RSM involves several key steps:

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

A thermochromic thin film based on host-guest interactions in a layered double hydroxide.

Langmuir : the ACS journal of surfaces and colloids·2009
Same author

Influence of dynamic load on friction behavior of human articular cartilage, stainless steel and polyvinyl alcohol hydrogel as artificial cartilage.

Journal of materials science. Materials in medicine·2009
Same author

[Effect of siRNA targeting c-Myc and VEGF on human colorectal cancer cells].

Zhonghua wei chang wai ke za zhi = Chinese journal of gastrointestinal surgery·2009
Same author

Tumor-specific, hypoxia-regulated, WW domain-containing oxidoreductase-expressing adenovirus inhibits human non-small cell lung cancer growth in vivo.

Human gene therapy·2009
Same author

Triosephosphate isomerase and peroxiredoxin 6, two novel serum markers for human lung squamous cell carcinoma.

Cancer science·2009
Same author

Sleeve gastrectomy provides a better control of diabetes by decreasing ghrelin in the diabetic Goto-Kakizaki rats.

Journal of gastrointestinal surgery : official journal of the Society for Surgery of the Alimentary Tract·2009

相关实验视频

Updated: May 28, 2026

Characterization of Surface Modifications by White Light Interferometry: Applications in Ion Sputtering, Laser Ablation, and Tribology Experiments
11:47

Characterization of Surface Modifications by White Light Interferometry: Applications in Ion Sputtering, Laser Ablation, and Tribology Experiments

Published on: February 27, 2013

15.5K

一个改进的YOLOv5n算法用于检测工业部件的表面缺陷.

Jia-Hui Tian1,2, Xue-Feng Feng3, Feng Li3

  • 1College of Computer Science and Technology, Xinjiang University, Urumqi, 830046, China.

Scientific reports
|March 22, 2025
PubMed
概括

本研究引入了用于工业表面缺陷检测的增强YOLOv5n算法,通过优化特征提取和信息融合来提高准确性. 升级后的模型在NEU-DET数据集上的平均精度提高了4.3%.

关键词:
注意力机制注意力机制缺陷检测 检测缺陷检测 检测缺陷检测动态蛇 卷积 卷积 动态蛇 卷积在SIoU损失函数中,SIoU的损失函数

更多相关视频

Subsurface Defect Localization by Structured Heating Using Laser Projected Photothermal Thermography
11:34

Subsurface Defect Localization by Structured Heating Using Laser Projected Photothermal Thermography

Published on: May 15, 2017

11.0K
Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines
08:27

Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines

Published on: January 5, 2024

933

相关实验视频

Last Updated: May 28, 2026

Characterization of Surface Modifications by White Light Interferometry: Applications in Ion Sputtering, Laser Ablation, and Tribology Experiments
11:47

Characterization of Surface Modifications by White Light Interferometry: Applications in Ion Sputtering, Laser Ablation, and Tribology Experiments

Published on: February 27, 2013

15.5K
Subsurface Defect Localization by Structured Heating Using Laser Projected Photothermal Thermography
11:34

Subsurface Defect Localization by Structured Heating Using Laser Projected Photothermal Thermography

Published on: May 15, 2017

11.0K
Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines
08:27

Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines

Published on: January 5, 2024

933

科学领域:

  • 计算机视觉 计算机视觉
  • 机器学习 机器学习
  • 工业自动化 工业自动化

背景情况:

  • 精确的工业表面缺陷检测是关键的,但由于缺陷大小小和模糊的特征,具有挑战性.
  • 现有的方法经常遭受错误检测,影响质量控制和制造效率.

研究的目的:

  • 提出一个改进的YOLOv5n算法,用于增强工业表面缺陷检测.
  • 解决当前方法在准确识别微妙表面缺陷方面的局限性.

主要方法:

  • 在骨干中实现了DSConv-CA模块,以实现高级特征提取.
  • 在子中集成金色YOLO结构以改进信息融合.
  • 利用SIoU损失函数来提高界限框回归精度.

主要成果:

  • 改进的YOLOv5n算法在NEU-DET数据集上实现了75.3%的平均平均精度 (mAP).
  • 与原始YOLOv5n模型相比,mAP增加了4.3%.
  • 在检测小型和模糊的工业表面缺陷方面展示了增强的能力.

结论:

  • 拟议的修改大大提高了YOLOv5n用于工业表面缺陷检测的性能.
  • 集成DSConv-CA,Gold-YOLO和SIoU损失提供了一个强大的解决方案,用于高精度的缺陷识别.
  • 这种先进的算法有助于在工业制造中实现更可靠的质量控制.