scholarly journals A real-time machine-vision system for monitoring the textile raising process

2005 ◽  
Vol 56 (8-9) ◽  
pp. 831-842 ◽  
Author(s):  
Monica Carfagni ◽  
Rocco Furferi ◽  
Lapo Governi
Keyword(s):  
Machine Vision ◽  
Real Time ◽  
Vision System ◽  
Machine Vision System ◽  
Time Machine

Development of a real-time machine vision system for functional textile fabric defect detection using a deep YOLOv4 model

2021 ◽  
pp. 004051752110342
Author(s):  
Sifundvolesihle Dlamini ◽  
Chih-Yuan Kao ◽  
Shun-Lian Su ◽  
Chung-Feng Jeffrey Kuo
Keyword(s):  
Machine Vision ◽  
Real Time ◽  
Defect Detection ◽  
Data Augmentation ◽  
Detection System ◽  
Vision System ◽  
Good Precision ◽  
Machine Vision System ◽  
Time Machine ◽  
Textile Fabric

We introduce a real-time machine vision system we developed with the aim of detecting defects in functional textile fabrics with good precision at relatively fast detection speeds to assist in textile industry quality control. The system consists of image acquisition hardware and image processing software. The software we developed uses data preprocessing techniques to break down raw images to smaller suitable sizes. Filtering is employed to denoise and enhance some features. To generalize and multiply the data to create robustness, we use data augmentation, which is followed by labeling where the defects in the images are labeled and tagged. Lastly, we utilize YOLOv4 for localization where the system is trained with weights of a pretrained model. Our software is deployed with the hardware that we designed to implement the detection system. The designed system shows strong performance in defect detection with precision of [Formula: see text], and recall and [Formula: see text] scores of [Formula: see text] and [Formula: see text], respectively. The detection speed is relatively fast at [Formula: see text] fps with a prediction speed of [Formula: see text] ms. Our system can automatically locate functional textile fabric defects with high confidence in real time.

scholarly journals Real-Time Machine Vision System for an Automated Quality Monitoring in Mass Production of Multiaxial Non-Crimp Fabrics

2015 ◽  
Vol 48 (3) ◽  
pp. 2393-2398 ◽  
Author(s):  
R. Schmitt ◽  
T. Fürtjes ◽  
B. Abbas ◽  
P. Abel ◽  
W. Kimmelmann ◽  
...  
Keyword(s):  
Machine Vision ◽  
Real Time ◽  
Mass Production ◽  
Vision System ◽  
Quality Monitoring ◽  
Machine Vision System ◽  
Time Machine

scholarly journals Comparison of Three Smart Camera Architectures for Real-Time Machine Vision System

10.5772/57135 ◽  
2013 ◽  
Vol 10 (12) ◽  
pp. 402 ◽  
Author(s):  
Abdul Waheed Malik ◽  
Benny Thörnberg ◽  
Prasanna Kumar
Keyword(s):  
Machine Vision ◽  
Real Time ◽  
Vision System ◽  
Machine Vision System ◽  
Smart Camera ◽  
Time Machine

Real-time machine vision system using FPGA and soft-core processor

2012 ◽  
Author(s):  
Abdul Waheed Malik ◽  
Benny Thörnberg ◽  
Xiaozhou Meng ◽  
Muhammad Imran
Keyword(s):  
Machine Vision ◽  
Real Time ◽  
Vision System ◽  
Soft Core ◽  
Machine Vision System ◽  
Time Machine
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