Surface Defect Detection Methods for Industrial Products: A Review

A row level algorithm to improve real-time performance of glass tube defect detection in the production phase

(2020) Pierfrancesco Foglia et al.   IET Image Processing

ACO Resampling: Enhancing the performance of oversampling methods for class imbalance classification

(2020) Min Li et al.   KNOWLEDGE-BASED SYSTEMS

Deep Metallic Surface Defect Detection: The New Benchmark and Detection Network

(2020) Xiaoming Lv et al.   SENSORS

Surface Defect Detection Using Image Pyramid

(2020) Ling Xiao et al.   IEEE SENSORS JOURNAL

Cognitive visual anomaly detection with constrained latent representations for industrial inspection robot

(2020) Jie Li et al.   APPLIED SOFT COMPUTING

Influence of Hysteresis Effect on Contrast of Welding Defects Profile in Magneto-Optical Image

(2020) Nvjie Ma et al.   IEEE SENSORS JOURNAL

Synthetic data augmentation for surface defect detection and classification using deep learning

(2020) Saksham Jain et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Fabric Defect Detection Using Computer Vision Techniques: A Comprehensive Review

(2020) Aqsa Rasheed et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Using Deep Learning to Detect Defects in Manufacturing: A Comprehensive Survey and Current Challenges

(2020) Jing Yang et al.   Materials

Unsupervised anomaly segmentation via deep feature reconstruction

(2020) Yong Shi et al.   NEUROCOMPUTING

Attribute Restoration Framework for Anomaly Detection

(2020) Fei Ye et al.   IEEE TRANSACTIONS ON MULTIMEDIA

Pixel-Wise Defect Detection by CNNs without Manually Labeled Training Data

(2019) M. Haselmann et al.   APPLIED ARTIFICIAL INTELLIGENCE

Faster multi-defect detection system in shield tunnel using combination of FCN and faster RCNN

(2019) Xinwen Gao et al.   ADVANCES IN STRUCTURAL ENGINEERING

Segmentation-based deep-learning approach for surface-defect detection

(2019) Domen Tabernik et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Machine vision intelligence for product defect inspection based on deep learning and Hough transform

(2019) Jinjiang Wang et al.   JOURNAL OF MANUFACTURING SYSTEMS

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

(2019) Thomas Schlegl et al.   MEDICAL IMAGE ANALYSIS

Multiscale Feature-Clustering-Based Fully Convolutional Autoencoder for Fast Accurate Visual Inspection of Texture Surface Defects

(2019) Hua Yang et al.   IEEE Transactions on Automation Science and Engineering

MFC-GAN: Class-imbalanced dataset classification using Multiple Fake Class Generative Adversarial Network

(2019) Adamu Ali-Gombe 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

Unsupervised fabric defect detection based on a deep convolutional generative adversarial network

(2019) Guanghua Hu et al.   TEXTILE RESEARCH JOURNAL

Face image manipulation detection based on a convolutional neural network

(2019) L. Minh Dang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Weld image deep learning-based on-line defects detection using convolutional neural networks for Al alloy in robotic arc welding

(2019) Zhifen Zhang et al.   Journal of Manufacturing Processes

Semi-supervised defect classification of steel surface based on multi-training and generative adversarial network

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

An Improved MB-LBP Defect Recognition Approach for the Surface of Steel Plates

(2019) Yang Liu et al.   Applied Sciences-Basel

Soldering defect detection in automatic optical inspection

(2019) Wenting Dai et al.   ADVANCED ENGINEERING INFORMATICS

In-line inspection solution for codes on complex backgrounds for the plastic container industry

(2019) Qiaokang Liang et al.   MEASUREMENT

Affinity and class probability-based fuzzy support vector machine for imbalanced data sets

(2019) Xinmin Tao et al.   NEURAL NETWORKS

An End-to-End Steel Surface Defect Detection Approach via Fusing Multiple Hierarchical Features

(2019) Yu He et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

On the relative value of data resampling approaches for software defect prediction

(2018) Kwabena Ebo Bennin et al.   EMPIRICAL SOFTWARE ENGINEERING

An Unsupervised-Learning-Based Approach for Automated Defect Inspection on Textured Surfaces

(2018) Shuang Mei et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Comparison of deep convolutional neural networks and edge detectors for image-based crack detection in concrete

(2018) Sattar Dorafshan et al.   CONSTRUCTION AND BUILDING MATERIALS

Visualized investigation of defect in cementitious materials with electrical resistance tomography

(2018) Hongwei Ren et al.   CONSTRUCTION AND BUILDING MATERIALS

Defect Detection in Electronic Surfaces Using Template-Based Fourier Image Reconstruction

(2018) Du-Ming Tsai et al.   IEEE Transactions on Components Packaging and Manufacturing Technology

A Hierarchical Extractor-Based Visual Rail Surface Inspection System

(2017) Jinrui Gan et al.   IEEE SENSORS JOURNAL

Defect Detection in SEM Images of Nanofibrous Materials

(2017) Diego Carrera et al.   IEEE Transactions on Industrial Informatics

Unsupervised-Learning-Based Feature-Level Fusion Method for Mura Defect Recognition

(2017) Shuang Mei et al.   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

A hybrid defect detection method for compact camera lens

(2017) Chia-Feng Chang et al.   Advances in Mechanical Engineering

Automatic Road Crack Detection Using Random Structured Forests

(2016) Yong Shi et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

X-ray inspection of TSV defects with self-organizing map network and Otsu algorithm

(2016) Junjie Shen et al.   MICROELECTRONICS RELIABILITY

Defect detection on patterned fabrics using texture periodicity and the coordinated clusters representation

(2016) Rocio A Lizarraga-Morales et al.   TEXTILE RESEARCH JOURNAL

Detection of surface cutting defect on magnet using Fourier image reconstruction

(2016) Fu-liang Wang et al.   Journal of Central South University

GDXray: The Database of X-ray Images for Nondestructive Testing

(2015) Domingo Mery et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

Surface Defect Detection Method Using Saliency Linear Scanning Morphology for Silicon Steel Strip under Oil Pollution Interference

(2014) Ke-Chen Song et al.   ISIJ INTERNATIONAL

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

Micro Surface Defect Detection Method for Silicon Steel Strip Based on Saliency Convex Active Contour Model

(2013) Kechen Song et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Defect detection of solar cells in electroluminescence images using Fourier image reconstruction

(2012) Du-Ming Tsai et al.   SOLAR ENERGY MATERIALS AND SOLAR CELLS

Defect detection of IC wafer based on two-dimension wavelet transform

(2010) Hongxia Liu et al.   MICROELECTRONICS JOURNAL

Automatic detection of cracks in raw steel block using Gabor filter optimized by univariate dynamic encoding algorithm for searches (uDEAS)

(2009) Jong Pil Yun et al.   NDT & E INTERNATIONAL