Recent advances in surface defect inspection of industrial products using deep learning techniques

A deep learning-based approach for the automated surface inspection of copper clad laminate images

(2020) Xiaoqing Zheng et al.   APPLIED INTELLIGENCE

Machine learning-based image processing for on-line defect recognition in additive manufacturing

(2019) Alessandra Caggiano et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Fabric defect detection based on saliency histogram features

(2019) Min Li et al.   COMPUTATIONAL INTELLIGENCE

Convolutional Neural Network for Wafer Surface Defect Classification and the Detection of Unknown Defect Class

(2019) Sejune Cheon et al.   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

Computer vision for automatic detection and classification of fabric defect employing deep learning algorithm

(2019) Pandia Rajan Jeyaraj et al.   International Journal of Clothing Science and Technology

f-AnoGAN: Fast unsupervised anomaly detection with generative adversarial networks

(2019) Thomas Schlegl et al.   MEDICAL IMAGE ANALYSIS

A novel scene classification model combining ResNet based transfer learning and data augmentation with a filter

(2019) Shaopeng Liu et al.   NEUROCOMPUTING

Surface defect classification of steels with a new semi-supervised learning method

(2019) He Di et al.   OPTICS AND LASERS IN ENGINEERING

Automatic classification of defective photovoltaic module cells in electroluminescence images

(2019) Sergiu Deitsch et al.   SOLAR ENERGY

Computer vision algorithms and hardware implementations: A survey

(2019) Xin Feng et al.   INTEGRATION-THE VLSI JOURNAL

Automated surface feature detection using fringe projection: An autoregressive modeling-based approach

(2019) Rishikesh Kulkarni et al.   OPTICS AND LASERS IN ENGINEERING

A semi-supervised convolutional neural network-based method for steel surface defect recognition

(2019) Yiping Gao et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

Wafer Map Defect Pattern Classification and Image Retrieval Using Convolutional Neural Network

(2018) Takeshi Nakazawa et al.   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

Decision Tree Ensemble-Based Wafer Map Failure Pattern Recognition Based on Radon Transform-Based Features

(2018) Minghao Piao et al.   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

Transfer-Learning-Based Online Mura Defect Classification

(2018) Hua Yang et al.   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

Automated defect inspection of LED chip using deep convolutional neural network

(2018) Hui Lin et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Automatic Fabric Defect Detection with a Multi-Scale Convolutional Denoising Autoencoder Network Model

(2018) Shuang Mei et al.   SENSORS

A Generic Deep-Learning-Based Approach for Automated Surface Inspection

(2018) Ruoxu Ren et al.   IEEE Transactions on Cybernetics

Automatic Visual Defect Detection Using Texture Prior and Low-Rank Representation

(2018) Qizi Huangpeng et al.   IEEE Access

Research on a Surface Defect Detection Algorithm Based on MobileNet-SSD

(2018) Yiting Li et al.   Applied Sciences-Basel

Detection of Micro-Defects on Metal Screw Surfaces Based on Deep Convolutional Neural Networks

(2018) Limei Song et al.   SENSORS

Research Progress of Visual Inspection Technology of Steel Products—A Review

(2018) Xiaohong Sun et al.   Applied Sciences-Basel

Automatic fabric defect detection with a wide-and-compact network

(2018) Yuyuan Li et al.   NEUROCOMPUTING

A Hierarchical Extractor-Based Visual Rail Surface Inspection System

(2017) Jinrui Gan et al.   IEEE SENSORS JOURNAL

Deformable Patterned Fabric Defect Detection With Fisher Criterion-Based Deep Learning

(2017) Yundong Li et al.   IEEE Transactions on Automation Science and Engineering

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

A fast and robust convolutional neural network-based defect detection model in product quality control

(2017) Tian Wang et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Detection of Pinholes in Steel Slabs Using Gabor Filter Combination and Morphological Features

(2017) Doo-chul Choi et al.   ISIJ INTERNATIONAL

An Algorithm for Surface Defect Identification of Steel Plates Based on Genetic Algorithm and Extreme Learning Machine

(2017) Siyang Tian et al.   Metals

Design of deep convolutional neural network architectures for automated feature extraction in industrial inspection

(2016) Daniel Weimer et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Surface defect classification in large-scale strip steel image collection via hybrid chromosome genetic algorithm

(2016) Huijun Hu et al.   NEUROCOMPUTING

Differential evolution-based optimal Gabor filter model for fabric inspection

(2016) Le Tong et al.   NEUROCOMPUTING

Fabric defect detection systems and methods—A systematic literature review

(2016) Kazım Hanbay et al.   OPTIK

Machine learning-based imaging system for surface defect inspection

(2016) Je-Kang Park et al.   International Journal of Precision Engineering and Manufacturing-Green Technology

Unsupervised defect detection in textiles based on Fourier analysis and wavelet shrinkage

(2015) Guang-Hua Hu et al.   APPLIED OPTICS

Automated visual inspection in the semiconductor industry: A survey

(2015) Szu-Hao Huang et al.   COMPUTERS IN INDUSTRY

Wafer Map Failure Pattern Recognition and Similarity Ranking for Large-Scale Data Sets

(2015) Ming-Ju Wu et al.   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

Automatic Finger Interruption Detection in Electroluminescence Images of Multicrystalline Solar Cells

(2015) Din-Chang Tseng et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Deep learning

(2015) Yann LeCun et al.   NATURE

Automated defect detection in textured surfaces using optimal elliptical Gabor filters

(2015) Guang-Hua Hu   OPTIK

Fabric defects detection using adaptive wavelets

(2014) Zhijie Wen et al.   International Journal of Clothing Science and Technology

Automated defect detection in textured materials using wavelet-domain hidden Markov models

(2014) Guang-Hua Hu et al.   OPTICAL ENGINEERING

Review of vision-based steel surface inspection systems

(2014) Nirbhar Neogi et al.   EURASIP Journal on Image and Video Processing

A noise robust method based on completed local binary patterns for hot-rolled steel strip surface defects

(2013) Kechen Song et al.   APPLIED SURFACE SCIENCE

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Development of a machine vision system: real-time fabric defect detection and classification with neural networks

(2013) H.İ. Çelik et al.   JOURNAL OF THE TEXTILE INSTITUTE

Automated defect detection in uniform and structured fabrics using Gabor filters and PCA

(2013) Lucia Bissi et al.   JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION

Domain adaptation and sample bias correction theory and algorithm for regression

(2013) Corinna Cortes et al.   THEORETICAL COMPUTER SCIENCE

Modeling the Interactions Among Neighboring Nanostructures for Local Feature Characterization and Defect Detection

(2012) Lijuan Xu et al.   IEEE Transactions on Automation Science and Engineering

Wafer Classification Using Support Vector Machines

(2012) R. Baly et al.   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

Optimization of automated online fabric inspection by fast Fourier transform (FFT) and cross-correlation

(2012) Abdel Salam Malek et al.   TEXTILE RESEARCH JOURNAL

Automated fabric defect detection—A review

(2011) Henry Y.T. Ngan et al.   IMAGE AND VISION COMPUTING

Wavelet-based defect detection in solar wafer images with inhomogeneous texture

(2011) Wei-Chen Li et al.   PATTERN RECOGNITION

A Neural-Network Approach for Defect Recognition in TFT-LCD Photolithography Process

(2009) Li-Fei Chen et al.   IEEE TRANSACTIONS ON ELECTRONICS PACKAGING MANUFACTURING