Machine vision based condition monitoring and fault diagnosis of machine tools using information from machined surface texture: A review

Y Liu, L Guo, H Gao, Z You, Y Ye, B Zhang - Mechanical Systems and …, 2022 - Elsevier
Abstract Machine vision based condition monitoring and fault diagnosis of machine tools
(MVCMFD-MTs) is a vital technique of condition-based maintenance (CBM) in both metal …

Image-based surface defect detection using deep learning: A review

PM Bhatt, RK Malhan… - Journal of …, 2021 - asmedigitalcollection.asme.org
Automatically detecting surface defects from images is an essential capability in
manufacturing applications. Traditional image processing techniques are useful in solving a …

Layercam: Exploring hierarchical class activation maps for localization

PT Jiang, CB Zhang, Q Hou… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The class activation maps are generated from the final convolutional layer of CNN. They can
highlight discriminative object regions for the class of interest. These discovered object …

Concealed object detection

DP Fan, GP Ji, MM Cheng… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
We present the first systematic study on concealed object detection (COD), which aims to
identify objects that are visually embedded in their background. The high intrinsic similarities …

[PDF][PDF] 基于机器视觉的表面缺陷检测方法研究进展

赵朗月, 吴一全 - 仪器仪表学报, 2023 - emt.cnjournals.com
在半导体, PCB, 汽车装配, 液晶屏, 3C, 光伏电池, 纺织等行业中, 产品外观与产品性能有着千丝
万缕的联系. 表面缺陷检测是阻止残次品流入市场的重要手段. 利用机器视觉的技术进行检测 …

Triplet-graph reasoning network for few-shot metal generic surface defect segmentation

Y Bao, K Song, J Liu, Y Wang, Y Yan… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Metal surface defect segmentation can play an important role in dealing with the issue of
quality control during the production and manufacturing stages. There are still two major …

Edge-guided recurrent positioning network for salient object detection in optical remote sensing images

X Zhou, K Shen, L Weng, R Cong… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Optical remote sensing images (RSIs) have been widely used in many applications, and one
of the interesting issues about optical RSIs is the salient object detection (SOD). However …

A new steel defect detection algorithm based on deep learning

W Zhao, F Chen, H Huang, D Li… - Computational …, 2021 - Wiley Online Library
In recent years, more and more scholars devoted themselves to the research of the target
detection algorithm due to the continuous development of deep learning. Among them, the …

Defect-aware transformer network for intelligent visual surface defect detection

H Shang, C Sun, J Liu, X Chen, R Yan - Advanced Engineering Informatics, 2023 - Elsevier
Surface defect detection plays an increasing role in intelligent manufacturing and product
life-cycle management, such as quality inspection, process monitoring, and preventive …

Few-shot steel surface defect detection

H Wang, Z Li, H Wang - IEEE Transactions on Instrumentation …, 2021 - ieeexplore.ieee.org
Deep learning-based algorithms have been widely employed to build reliable steel surface
defect detection systems, which are important for manufacturing. The performance of deep …