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

Waste classification using AutoEncoder network with integrated feature selection method in convolutional neural network models

(2020) Mesut Toğaçar et al.   MEASUREMENT

Visual-Based Defect Detection and Classification Approaches for Industrial Applications—A SURVEY

(2020) Tamás Czimmermann et al.   SENSORS

A High-Performance Deep Learning Algorithm for the Automated Optical Inspection of Laser Welding

(2020) Yatao Yang et al.   Applied Sciences-Basel

Deep Learning-Based Monocular Depth Estimation Methods—A State-of-the-Art Review

(2020) Faisal Khan et al.   SENSORS

A novel algorithm for defect extraction and classification of mobile phone screen based on machine vision

(2020) Changsheng Li et al.   COMPUTERS & INDUSTRIAL ENGINEERING

A mobile vision inspection system for tiny defect detection of smooth car-body surface based on deep ensemble learning

(2019) Fei Chang et al.   MEASUREMENT SCIENCE and TECHNOLOGY

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

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

Railway track fastener defect detection based on image processing and deep learning techniques: A comparative study

(2019) Xiukun Wei et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Surface Defects Recognition of Wheel Hub Based on Improved Faster R-CNN

(2019) Xiaohong Sun et al.   Electronics

Few-shot Learning Combine Attention Mechanism-Based Defect Detection in Bar Surface

(2019) Qianwen Lv et al.   ISIJ INTERNATIONAL

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

Detecting Gear Surface Defects Using Background-Weakening Method and Convolutional Neural Network

(2019) Liya Yu et al.   Journal of Sensors

Automated Identification of Wood Veneer Surface Defects Using Faster Region-Based Convolutional Neural Network with Data Augmentation and Transfer Learning

(2019) Augustas Urbonas et al.   Applied Sciences-Basel

CNN based automatic detection of photovoltaic cell defects in electroluminescence images

(2019) M. Waqar Akram et al.   ENERGY

A Novel Sparse Echo Autoencoder Network for Data-Driven Fault Diagnosis of Delta 3-D Printers

(2019) Jianyu Long et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Complex surface ROI detection for steel plate fusing the gray image and 3D depth information

(2019) Xin Wen et al.   OPTIK

A Distributed Multi-Tier Emergency Alerting System Exploiting Sensors-Based Event Detection to Support Smart City Applications

(2019) Daniel G. Costa et al.   SENSORS

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

Tensan Silk-Inspired Hierarchical Fibers for Smart Textile Applications

(2018) Wenwen Zhang et al.   ACS Nano

Automated defect classification in sewer closed circuit television inspections using deep convolutional neural networks

(2018) Srinath S. Kumar et al.   AUTOMATION IN CONSTRUCTION

Drone-enabled bridge inspection methodology and application

(2018) Junwon Seo et al.   AUTOMATION IN CONSTRUCTION

A Fast Detection Method via Region-Based Fully Convolutional Neural Networks for Shield Tunnel Lining Defects

(2018) Yadong Xue et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Potato quality grading based on machine vision and 3D shape analysis

(2018) Qinghua Su et al.   COMPUTERS AND ELECTRONICS IN AGRICULTURE

Automated vision system for quality inspection of slate slabs

(2018) C. Iglesias et al.   COMPUTERS IN INDUSTRY

Generative Adversarial Networks: An Overview

(2018) Antonia Creswell et al.   IEEE SIGNAL PROCESSING MAGAZINE

NB-CNN: Deep Learning-Based Crack Detection Using Convolutional Neural Network and Naïve Bayes Data Fusion

(2018) Fu-Chen Chen et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Fast Eddy Current Testing Defect Classification Using Lissajous Figures

(2018) Gianni D'Angelo et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Automatic Defect Detection of Fasteners on the Catenary Support Device Using Deep Convolutional Neural Network

(2018) Junwen Chen et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Wheel Defect Detection With Machine Learning

(2018) Gabriel Krummenacher et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Detection of morphology defects in pipeline based on 3D active stereo omnidirectional vision sensor

(2018) Zhongyuan Yang et al.   IET Image Processing

Detection of a casting defect tracked by deep convolution neural network

(2018) Jinhua Lin et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Multi-bearing weak defect detection for wayside acoustic diagnosis based on a time-varying spatial filtering rearrangement

(2018) Shangbin Zhang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Scale insensitive and focus driven mobile screen defect detection in industry

(2018) Jie Lei et al.   NEUROCOMPUTING

Application of hyperspectral imaging for nondestructive measurement of plum quality attributes

(2018) Bo Li et al.   POSTHARVEST BIOLOGY AND TECHNOLOGY

Moisture Wall Inspection Using Electrical Tomography Measurements

(2018) Tomasz RYMARCZYK   Przeglad Elektrotechniczny

Infrared hyperbolic metasurface based on nanostructured van der Waals materials

(2018) Peining Li et al.   SCIENCE

Convolutional Neural Network-Based Embarrassing Situation Detection under Camera for Social Robot in Smart Homes

(2018) Guanci Yang et al.   SENSORS

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

(2018) Shuang Mei et al.   SENSORS

Anomaly Detection in Nanofibrous Materials by CNN-Based Self-Similarity

(2018) Paolo Napoletano et al.   SENSORS

Mid-infrared pulsed laser ultrasonic testing for carbon fiber reinforced plastics

(2018) Masahiro Kusano et al.   ULTRASONICS

Wire Defect Recognition of Spring-Wire Socket Using Multitask Convolutional Neural Networks

(2018) Xian Tao et al.   IEEE Transactions on Components Packaging and Manufacturing Technology

Short-term Load Forecasting with Deep Residual Networks

(2018) Kunjin Chen et al.   IEEE Transactions on Smart Grid

Automated detection of sewer pipe defects in closed-circuit television images using deep learning techniques

(2018) Jack C.P. Cheng et al.   AUTOMATION IN CONSTRUCTION

EndNet: Sparse AutoEncoder Network for Endmember Extraction and Hyperspectral Unmixing

(2018) Savas Ozkan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Focal loss for dense object detection

(2018) Tsung-Yi Lin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Detection and analysis of large-scale WT blade surface cracks based on UAV-taken images

(2018) Lin Peng et al.   IET Image Processing

A survey on Deep Learning based bearing fault diagnosis

(2018) Duy-Tang Hoang et al.   NEUROCOMPUTING

Real-Time Recognition Method for 0.8 cm Darning Needles and KR22 Bearings Based on Convolution Neural Networks and Data Increase

(2018) Jing Yang et al.   Applied Sciences-Basel

A CNN-Based Defect Inspection Method for Catenary Split Pins in High-Speed Railway

(2018) Junping Zhong et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

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

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

Accurate and Efficient Inspection of Speckle and Scratch Defects on Surfaces of Planar Products

(2017) Hui Kong et al.   IEEE Transactions on Industrial Informatics

Automated Melanoma Recognition in Dermoscopy Images via Very Deep Residual Networks

(2017) Lequan Yu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Fully Convolutional Networks for Semantic Segmentation

(2017) Evan Shelhamer et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

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

Automated detection of welding defects in pipelines from radiographic images DWDI

(2017) Neury Boaretto et al.   NDT & E INTERNATIONAL

Multiple type defect detection in pipe by Helmholtz electromagnetic array probe

(2017) Jiuhao Ge et al.   NDT & E INTERNATIONAL

Generalized extreme learning machine autoencoder and a new deep neural network

(2017) Kai Sun et al.   NEUROCOMPUTING

Ultrasonic signal classification and imaging system for composite materials via deep convolutional neural networks

(2017) Min Meng et al.   NEUROCOMPUTING

The depth measurement of internal defect based on laser speckle shearing interference

(2017) Yanhua Peng et al.   OPTICS AND LASER TECHNOLOGY

Biosensing Using Magnetic Particle Detection Techniques

(2017) Yi-Ting Chen et al.   SENSORS

Defect intelligent identification in resistance spot welding ultrasonic detection based on wavelet packet and neural network

(2016) Jing Liu et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Environmentally-friendly oxygen-free roasting/wet magnetic separation technology for in situ recycling cobalt, lithium carbonate and graphite from spent LiCoO 2 /graphite lithium batteries

(2016) Jia Li et al.   JOURNAL OF HAZARDOUS MATERIALS

Passive defect detection in plate from nonlinear conversion of low-frequency vibrational noise

(2016) Emmanuel Moulin et al.   JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA

Deep neural networks: A promising tool for fault characteristic mining and intelligent diagnosis of rotating machinery with massive data

(2016) Feng Jia et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Effect of Carbon Steel Structural Inhomogeneity on Corrosion Resistance in Chlorine-Containing Media

(2016) I. G. Rodionova et al.   METALLURGIST

An End-to-End Steel Strip Surface Defects Recognition System Based on Convolutional Neural Networks

(2016) Li Yi et al.   STEEL RESEARCH INTERNATIONAL

Magnetic Particle Detection System Using Fluxgate Gradiometer on a Permalloy Shielding Disk

(2016) Ahmed Lotfy Elrefai et al.   IEEE Magnetics Letters

Machine learning-based imaging system for surface defect inspection

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

Feature extraction of wood-hole defects using wavelet-based ultrasonic testing

(2016) Huiming Yang et al.   JOURNAL OF FORESTRY RESEARCH

Salient Object Detection: A Benchmark

(2015) Ali Borji et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Vibration Spectrum Imaging: A Novel Bearing Fault Classification Approach

(2015) Muhammad Amar et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Spatial Pyramid Pooling in Deep Convolutional Networks for Visual Recognition

(2015) Kaiming He et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Fatigue Crack Growth Monitoring in Composite Bonded Lap Joints by a Distributed Fibre Optic Sensing System and Comparison with Ultrasonic Testing

(2015) A. Bernasconi et al.   JOURNAL OF ADHESION

Prediction and Control of Thermal Scratch Defect on Surface of Strip in Tandem Cold Rolling

(2015) Jin-shan CHEN et al.   JOURNAL OF IRON AND STEEL RESEARCH INTERNATIONAL

Detection and classification of surface defects of gun barrels using computer vision and machine learning

(2015) Rajalingappaa Shanmugamani et al.   MEASUREMENT

Adaptive noise cancelling and time–frequency techniques for rail surface defect detection

(2015) B. Liang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Automatic weld defect detection method based on Kalman filtering for real-time radiographic inspection of spiral pipe

(2015) Yirong Zou et al.   NDT & E INTERNATIONAL

Automated defect detection in textured surfaces using optimal elliptical Gabor filters

(2015) Guang-Hua Hu   OPTIK

Magnetic sensors assessment in velocity induced eddy current testing

(2015) Tiago J. Rocha et al.   SENSORS AND ACTUATORS A-PHYSICAL

A review of the application of acoustic emission technique in engineering

(2015) S. Gholizadeh et al.   STRUCTURAL ENGINEERING AND MECHANICS

Railway Fastener Inspection by Real-Time Machine Vision

(2015) Caglar Aytekin et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Adipose stem cell-laden injectable thermosensitive hydrogel reconstructing depressed defects in rats: filler and scaffold

(2015) Xiaolian Xiao et al.   Journal of Materials Chemistry B

Algorithm for detecting seam cracks in steel plates using a Gabor filter combination method

(2014) Doo-Chul Choi et al.   APPLIED OPTICS

Hilbert transform-based pulse compression approach to infrared thermal wave imaging for sub-surface defect detection in steel material

(2014) V Arora et al.   INSIGHT

Surface defect detection in tiling Industries using digital image processing methods: Analysis and evaluation

(2014) Mohammad H. Karimi et al.   ISA TRANSACTIONS

Design for intensified use in product–service systems using life-cycle analysis

(2014) Jorge Amaya et al.   JOURNAL OF ENGINEERING DESIGN

Signal processing and defect analysis of pipeline inspection applying magnetic flux leakage methods

(2014) Bingyi Mao et al.   Intelligent Service Robotics

A feature-based method of rapidly detecting global exact symmetries in CAD models

(2013) Junfeng Jiang et al.   COMPUTER-AIDED DESIGN

Crack Depth Estimation by Using a Multi-Frequency ECT Method

(2013) Andrea Bernieri et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Review of thermal imaging systems in composite defect detection

(2013) I. Jorge Aldave et al.   INFRARED PHYSICS & TECHNOLOGY

On the feasibility of defect detection in composite material based on thermal periodic excitation

(2012) Bertrand Lascoup et al.   COMPOSITES PART B-ENGINEERING

Indication of magnetic fields with the use of galvanic currents in magnetic-powder nondestructive testing

(2012) A. I. Pashagin et al.   RUSSIAN JOURNAL OF NONDESTRUCTIVE TESTING

A Shift-Tolerant Dissimilarity Measure for Surface Defect Detection

(2011) Du-Ming Tsai et al.   IEEE Transactions on Industrial Informatics

Automated fabric defect detection—A review

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

Crack sizing by laser excited thermography

(2011) J. Schlichting et al.   NDT & E INTERNATIONAL

On the improvement of examination questions during the nondestructive testing of magnetic powder

(2011) G. S. Shelikhov et al.   RUSSIAN JOURNAL OF NONDESTRUCTIVE TESTING

GMI detection of magnetic-particle concentration in continuous flow

(2011) A. García-Arribas et al.   SENSORS AND ACTUATORS A-PHYSICAL

Defect detection in aluminum foil by measurement-residual-based chi-square detector

(2010) Ming Zhai et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Fabric defect detection using morphological filters

(2009) K.L. Mak et al.   IMAGE AND VISION COMPUTING

Color Detection Using Chromophore-Nanotube Hybrid Devices

(2009) Xinjian Zhou et al.   NANO LETTERS

Surface defect detection in stiffened plate structures using Rayleigh-like waves

(2009) B. Masserey et al.   NDT & E INTERNATIONAL