Image Processing Based Pattern Recognition and Computerized Embroidery Machine

In the last decades, embroidery getting much attention in industries and academics. Although the technique is very old, it is still very much adopted. The current era of machine learning and smart devices makes this method even more attractive, easy to adopt and high accuracy. The proposed research...

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Main Authors: Aisha Shariq, Afshan Khan, Abdul Moid Khan, Muhammad Khurram, Muhammad Farooq Umer, Muhammad Salik Salam
Format: Article
Language:English
Published: The University of Lahore 2022-12-01
Series:Pakistan Journal of Engineering & Technology
Subjects:
Online Access:https://www.hpej.net/journals/pakjet/article/view/2234
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author Aisha Shariq
Afshan Khan
Abdul Moid Khan
Muhammad Khurram
Muhammad Farooq Umer
Muhammad Salik Salam
author_facet Aisha Shariq
Afshan Khan
Abdul Moid Khan
Muhammad Khurram
Muhammad Farooq Umer
Muhammad Salik Salam
author_sort Aisha Shariq
collection DOAJ
description In the last decades, embroidery getting much attention in industries and academics. Although the technique is very old, it is still very much adopted. The current era of machine learning and smart devices makes this method even more attractive, easy to adopt and high accuracy. The proposed research work aims to highlight the implementation of new smart devices in this field, and the work is based on microcontrollers. Adopting the proposed work will be very easy and feasible to transform from the old sewing machine to a new smart method. Using smart devices, it is very easy and precise to get the embroidery fulfilling the user's demands. It gives simple raster images, which are used to convert into digital images to portray any new product. The current work is a novel idea of generating simple images rather than complicated ones, which are difficult to draw. In our method, we introduce the digitization process to input any image file used for vectorizing raster images, where vector images can easily convert into a DST embroidery file, a commonly used embroidery format originally from Tajima. It also has a Gcode file. The machine runs on a Gcode file which can be easily generated and runs on a product.
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spelling doaj.art-5d749b71da1b478b8cbc52f4be042d0e2022-12-29T11:33:39ZengThe University of LahorePakistan Journal of Engineering & Technology2664-20422664-20502022-12-015410.51846/vol5iss4pp68-74Image Processing Based Pattern Recognition and Computerized Embroidery MachineAisha Shariq0Afshan Khan1Abdul Moid Khan2Muhammad Khurram3Muhammad Farooq Umer4Muhammad Salik Salam5Department of Computer Science, Sir Syed University of Engineering & Technology, Karachi, PakistanDepartment of Computer Science, Nazeer Hussain University Karachi, PakistanDepartment of Electronic Engineering, Sir Syed University of Engineering & Technology, Karachi, PakistanUniversity of Technology and Applied Sciences, Nizwa Sultanate of OMANDepartment of Computer Science, University of Alabama at Birmingham, 1402 10th Avenue S. Birmingham, AL 35294, USADepartment of Computer Science, University of Alabama at Birmingham, 1402 10th Avenue S. Birmingham, AL 35294, USA In the last decades, embroidery getting much attention in industries and academics. Although the technique is very old, it is still very much adopted. The current era of machine learning and smart devices makes this method even more attractive, easy to adopt and high accuracy. The proposed research work aims to highlight the implementation of new smart devices in this field, and the work is based on microcontrollers. Adopting the proposed work will be very easy and feasible to transform from the old sewing machine to a new smart method. Using smart devices, it is very easy and precise to get the embroidery fulfilling the user's demands. It gives simple raster images, which are used to convert into digital images to portray any new product. The current work is a novel idea of generating simple images rather than complicated ones, which are difficult to draw. In our method, we introduce the digitization process to input any image file used for vectorizing raster images, where vector images can easily convert into a DST embroidery file, a commonly used embroidery format originally from Tajima. It also has a Gcode file. The machine runs on a Gcode file which can be easily generated and runs on a product. https://www.hpej.net/journals/pakjet/article/view/2234Intelligent embroidery, image processing, pattern design, auto-digitizing, CNC machine, rasterizing, vectorization, transformation
spellingShingle Aisha Shariq
Afshan Khan
Abdul Moid Khan
Muhammad Khurram
Muhammad Farooq Umer
Muhammad Salik Salam
Image Processing Based Pattern Recognition and Computerized Embroidery Machine
Pakistan Journal of Engineering & Technology
Intelligent embroidery, image processing, pattern design, auto-digitizing, CNC machine, rasterizing, vectorization, transformation
title Image Processing Based Pattern Recognition and Computerized Embroidery Machine
title_full Image Processing Based Pattern Recognition and Computerized Embroidery Machine
title_fullStr Image Processing Based Pattern Recognition and Computerized Embroidery Machine
title_full_unstemmed Image Processing Based Pattern Recognition and Computerized Embroidery Machine
title_short Image Processing Based Pattern Recognition and Computerized Embroidery Machine
title_sort image processing based pattern recognition and computerized embroidery machine
topic Intelligent embroidery, image processing, pattern design, auto-digitizing, CNC machine, rasterizing, vectorization, transformation
url https://www.hpej.net/journals/pakjet/article/view/2234
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AT muhammadkhurram imageprocessingbasedpatternrecognitionandcomputerizedembroiderymachine
AT muhammadfarooqumer imageprocessingbasedpatternrecognitionandcomputerizedembroiderymachine
AT muhammadsaliksalam imageprocessingbasedpatternrecognitionandcomputerizedembroiderymachine