Uncertainty-aware and dynamically-mixed pseudo-labels for semi-supervised defect segmentation

Few-shot semantic segmentation for industrial defect recognition

(2023) Xiangwen Shi et al.   COMPUTERS IN INDUSTRY

A global survey on the current state of practice in Zero Defect Manufacturing and its impact on production performance

(2023) Giuseppe Fragapane et al.   COMPUTERS IN INDUSTRY

Efficient surface defect detection using self-supervised learning strategy and segmentation network

(2022) Rongge Xu et al.   ADVANCED ENGINEERING INFORMATICS

A semi-supervised learning method for surface defect classification of magnetic tiles

(2022) Tao Liu et al.   MACHINE VISION AND APPLICATIONS

Semi-Supervised Learning for Defect Segmentation with Autoencoder Auxiliary Module

(2022) Bee-ing Sae-ang et al.   SENSORS

Interactive defect segmentation in X-Ray images based on deep learning

(2022) Wangzhe Du et al.   EXPERT SYSTEMS WITH APPLICATIONS

Cas-VSwin transformer: A variant swin transformer for surface-defect detection

(2022) Linfeng Gao et al.   COMPUTERS IN INDUSTRY

RPDNet: Automatic Fabric Defect Detection Based on a Convolutional Neural Network and Repeated Pattern Analysis

(2022) Yubo Huang et al.   SENSORS

MaMiNet: Memory-attended multi-inference network for surface-defect detection

(2022) Xiaoyan Luo et al.   COMPUTERS IN INDUSTRY

An effective industrial defect classification method under the few-shot setting via two-stream training

(2022) Yanlong Cao et al.   OPTICS AND LASERS IN ENGINEERING

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

(2021) Xiaoqing Zheng et al.   The International Journal of Advanced Manufacturing Technology

Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation

(2021) Zhedong Zheng et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Mixed supervision for surface-defect detection: From weakly to fully supervised learning

(2021) Jakob Božič et al.   COMPUTERS IN INDUSTRY

CAM-guided Multi-Path Decoding U-Net with Triplet Feature Regularization for Defect Detection and Segmentation

(2021) Dongyun Lin et al.   KNOWLEDGE-BASED SYSTEMS

Towards Zero Defect Manufacturing paradigm: A review of the state-of-the-art methods and open challenges

(2021) Bianca Caiazzo et al.   COMPUTERS IN INDUSTRY

A review of uncertainty quantification in deep learning: Techniques, applications and challenges

(2021) Moloud Abdar et al.   Information Fusion

Automatic surface defect segmentation for hot-rolled steel strip using depth-wise separable U-shape network

(2021) Zheng Huang et al.   MATERIALS LETTERS

Ceramic tile surface defect detection based on deep learning

(2021) Guang Wan et al.   CERAMICS INTERNATIONAL

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

(2020) Tamás Czimmermann et al.   SENSORS

Deep learning-based detection, classification, and localization of defects in semiconductor processes

(2020) Dhruv V. Patel et al.   Journal of Micro-Nanolithography MEMS and MOEMS

A Brief Survey on Semantic Segmentation with Deep Learning

(2020) Shijie Hao et al.   NEUROCOMPUTING

A steel surface defect inspection approach towards smart industrial monitoring

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

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

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

Aleatoric uncertainty estimation with test-time augmentation for medical image segmentation with convolutional neural networks

(2019) Guotai Wang et al.   NEUROCOMPUTING

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

(2019) Guizhong Fu et al.   OPTICS AND LASERS IN ENGINEERING

Deep-Learning-Based Small Surface Defect Detection via an Exaggerated Local Variation-Based Generative Adversarial Network

(2019) Jian Lian et al.   IEEE Transactions on Industrial Informatics

PGA-Net: Pyramid Feature Fusion and Global Context Attention Network for Automated Surface Defect Detection

(2019) Hongwen Dong et al.   IEEE Transactions on Industrial Informatics

Surface defect saliency of magnetic tile

(2018) Yibin Huang et al.   VISUAL COMPUTER

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

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