A lightweight appearance quality assessment system based on parallel deep learning for painted car body
F Chang, M Dong, M Liu, L Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The appearance quality assessment based on defect inspection for painted car-body
surfaces is an essential work to monitor and analyze the level of paint appearance quality. In …
surfaces is an essential work to monitor and analyze the level of paint appearance quality. In …
A mobile vision inspection system for tiny defect detection on smooth car-body surfaces based on deep ensemble learning
F Chang, M Liu, M Dong, Y Duan - Measurement Science and …, 2019 - iopscience.iop.org
Defect inspection of car-body surfaces is a crucial step for assessing the appearance quality
of car coatings. However, some problems such as uncertain imaging conditions …
of car coatings. However, some problems such as uncertain imaging conditions …
Design and implementation of cloud-edge collaborative system for appearance quality detection with artificial intelligence
Traditional appearance quality detection methods need manual intervention, and their
detection accuracy and automation level are very low, which has become a serious …
detection accuracy and automation level are very low, which has become a serious …
Synthetic training data generation for deep learning based quality inspection
P Gutierrez, M Luschkova, A Cordier… - … on Quality Control …, 2021 - spiedigitallibrary.org
Deep learning is now the gold standard in computer vision-based quality inspection
systems. In order to detect defects, supervised learning is often utilized, but necessitates a …
systems. In order to detect defects, supervised learning is often utilized, but necessitates a …
Image data assessment approach for deep learning-based metal surface defect-detection systems
HI Lin, FS Wibowo - IEEE access, 2021 - ieeexplore.ieee.org
The current trend in automated optical inspection (AOI) systems employs deep learning
models to detect defects on a metal surface. The setback of deep learning models is that …
models to detect defects on a metal surface. The setback of deep learning models is that …
CNN-based image quality classification considering quality degradation in bridge inspection using an unmanned aerial vehicle
Key information for the maintenance and diagnosis of structures including bridges can be
obtained from the processing of digital images acquired by unmanned aerial vehicle (UAV) …
obtained from the processing of digital images acquired by unmanned aerial vehicle (UAV) …
DeepInspection: Deep learning based hierarchical network for specular surface inspection
Q Zhou, R Chen, B Huang, W Xu, J Yu - Measurement, 2020 - Elsevier
Automated defect detection on specular vehicle surface with limited features (of up to 0.7
mm in diameter or width) and extremely unbalanced pixel classes is a still challenge of …
mm in diameter or width) and extremely unbalanced pixel classes is a still challenge of …
Deep Learning for Automated Visual Inspection in Manufacturing and Maintenance: A Survey of Open-Access Papers
N Hütten, M Alves Gomes, F Hölken… - Applied System …, 2024 - mdpi.com
Quality assessment in industrial applications is often carried out through visual inspection,
usually performed or supported by human domain experts. However, the manual visual …
usually performed or supported by human domain experts. However, the manual visual …
Illumination-robust milling surface roughness machine vision inspection based on MAML++ network
R Fang, H Yi, A Shu, X Lv, S Wang - Optical Engineering, 2022 - spiedigitallibrary.org
Existing roughness machine vision inspection methods based on designed indices require
the artificial construction of features associated with roughness based on image information …
the artificial construction of features associated with roughness based on image information …
An implementation of YOLO-family algorithms in classifying the product quality for the acrylonitrile butadiene styrene metallization
YW Chen, JM Shiu - The International Journal of Advanced Manufacturing …, 2022 - Springer
In the traditional electroplating industry of Acrylonitrile Butadiene Styrene (ABS), quality
control inspection of the product surface is usually performed with the naked eye. However …
control inspection of the product surface is usually performed with the naked eye. However …