Real time fabric defect detection system on an embedded DSP platform

被引：35

作者：

Raheja, Jagdish Lal ^{[1
]}

Ajay, Bandla ^{[2
]}

Chaudhary, Ankit ^{[3
]}

机构：

[1] CEERI CSIR, Machine Vis Lab, Pilani, Rajasthan, India

[2] BITS, Dept Elect & Elect Engn, Pilani, Rajasthan, India

[3] Univ Iowa, Dept Elect & Comp Engn, Iowa City, IA 52242 USA

来源：

OPTIK | 2013年 / 124卷 / 21期

关键词：

Fabric defects; Texture; Gray level co-occurrence matrix; DSP kit; Energy computation; Sliding window; FDDS;

D O I：

10.1016/j.ijleo.2013.03.038

中图分类号：

O43 [光学];

学科分类号：

070207 ; 0803 ;

摘要：

In industrial fabric productions, automated real time systems are needed to find out the minor defects. It will save the cost by not transporting defected products and also would help in making company image of quality fabrics by sending out only undefected products. A real time fabric defect detection system (FDDS), implemented on an embedded DSP platform is presented here. Textural features of fabric image are extracted based on gray level co-occurrence matrix (GLCM). A sliding window technique is used for defect detection where window moves over the whole image computing a textural energy from the GLCM of the fabric image. The energy values are compared to a reference and the deviations beyond a threshold are reported as defects and also visually represented by a window. The implementation is carried out on a TI TMS320DM642 platform and programmed using code composer studio software. The real time output of this implementation was shown on a monitor. (C) 2013 Elsevier GmbH. All rights reserved.

引用

页码：5280 / 5284

页数：5

共 50 条

[21] Real-time lane departure warning system on an embedded platform
Kucukmanisa, Ayhan
Urhan, Oguzhan
[J]. JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, 2017, 32 (04): : 1287 - 1300
[22] An Embedded Portable Lightweight Platform for Real-Time Early Smoke Detection
Liu, Bowen
Sun, Bingjian
Cheng, Pengle
Huang, Ying
[J]. SENSORS, 2022, 22 (12)
[23] Real time fabric fault detection
Abdel-Raouf, A
Ammar, R
Scholl, H
Nassar, S
[J]. COMPUTERS AND THEIR APPLICATIONS, 2004, : 105 - 108
[24] Real Time Defects of Beer Bottle Detection System Based On DSP
Ren, B.
Xie, T. C.
Nan, X.
[J]. MANUFACTURING AUTOMATION TECHNOLOGY, 2009, 392-394 : 414 - 418
[25] A Real-Time System for Lane Detection Based on FPGA and DSP
Xiao, Jing
Li, Shutao
Sun, Bin
[J]. SENSING AND IMAGING, 2016, 17
[26] Real Time Polarization Sensor Image Processing on an Embedded FPGA/Multicore DSP System
Bednara, Marcus
Chuchacz-Kowalczyk, Katarzyna
[J]. OPTICAL SENSORS 2015, 2015, 9506
[27] Design and Implementation of Real Time Video Streaming and ROI Transmission System using RTP on an Embedded Digital Signal Processing (DSP) Platform
Fraz, Muhammad
Malkani, Yasir Arfat
Elahi, Muhammad Adnan
[J]. 2009 2ND INTERNATIONAL CONFERENCE ON COMPUTER, CONTROL AND COMMUNICATION, 2009, : 245 - +
[28] Control System Design of a DSP- based Real-time Leveling Platform
Zhang, Jin Ming
Zhang, He
[J]. 2016 INTERNATIONAL CONFERENCE ON ELECTRONIC, INFORMATION AND COMPUTER ENGINEERING, 2016, 44
[29] Didactic Embedded Platform and Software Tools for Developing Real Time Operating System
Kaliszan, Adam
Glabowski, Mariusz
[J]. PROCEEDINGS OF THE SEVENTH ADVANCED INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS (AICT 2011), 2011, : 77 - 82
[30] A Real-Time Vehicle Identification System Implemented on an Embedded ARM Platform
Sotomayor, Danny
Rosero, Milton F.
Benitez, Diego S.
Leon, Paola
[J]. 2017 CHILEAN CONFERENCE ON ELECTRICAL, ELECTRONICS ENGINEERING, INFORMATION AND COMMUNICATION TECHNOLOGIES (CHILECON), 2017,

← 1 2 3 4 5 →