Design of Multi-Receptive Field Fusion-Based Network for Surface Defect Inspection on Hot-Rolled Steel Strip Using Lightweight Dataset

An Improved VGG19 Transfer Learning Strip Steel Surface Defect Recognition Deep Neural Network Based on Few Samples and Imbalanced Datasets

(2021) Xiang Wan et al.   Applied Sciences-Basel

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

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

Automated defect inspection system for metal surfaces based on deep learning and data augmentation

(2020) Jong Pil Yun et al.   JOURNAL OF MANUFACTURING SYSTEMS

A learning-based approach for surface defect detection using small image datasets

(2020) Xinyi Le et al.   NEUROCOMPUTING

A CNN-Based Adaptive Surface Monitoring System for Fused Deposition Modeling

(2020) Yuanbin Wang et al.   IEEE-ASME TRANSACTIONS ON MECHATRONICS

Surface defect detection of steel strips based on classification priority YOLOv3-dense network

(2020) Jiaqiao Zhang et al.   IRONMAKING & STEELMAKING

A steel surface defect inspection approach towards smart industrial monitoring

(2020) Ruiyang Hao et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Using Deep Learning for Defect Classification on a Small Weld X-ray Image Dataset

(2020) Chiraz Ajmi et al.   JOURNAL OF NONDESTRUCTIVE EVALUATION

Automated Visual Defect Classification for Flat Steel Surface: A Survey

(2020) Qiwu Luo et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

A Generative Adversarial Network Based Deep Learning Method for Low-Quality Defect Image Reconstruction and Recognition

(2020) Yiping Gao et al.   IEEE Transactions on Industrial Informatics

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

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

Design of multi-scale receptive field convolutional neural network for surface inspection of hot rolled steels

(2019) Di He et al.   IMAGE AND VISION COMPUTING

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

A deep-learning-based approach for fast and robust steel surface defects classification

(2019) Guizhong Fu 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

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

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

Steel Surface Defect Diagnostics Using Deep Convolutional Neural Network and Class Activation Map

(2019) Soo Young Lee et al.   Applied Sciences-Basel

A Multilevel Information Fusion-Based Deep Learning Method for Vision-Based Defect Recognition

(2019) Yiping Gao et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

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

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

Solar cell surface defect inspection based on multispectral convolutional neural network

(2018) Haiyong Chen et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Using deep neural network with small dataset to predict material defects

(2018) Shuo Feng et al.   MATERIALS & DESIGN

Defect detection of hot rolled steels with a new object detection framework called classification priority network

(2018) Di He et al.   COMPUTERS & INDUSTRIAL ENGINEERING

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

Distributed defect recognition on steel surfaces using an improved random forest algorithm with optimal multi-feature-set fusion

(2017) Yalin Wang et al.   MULTIMEDIA TOOLS AND APPLICATIONS

An evolutionary classifier for steel surface defects with small sample set

(2017) Mang Xiao et al.   EURASIP Journal on Image and Video Processing

Feature selection for surface defect classification of extruded aluminum profiles

(2015) Apostolos Chondronasios et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

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