Textile defect images defection through deep learning approach

In modern textile industrial processes,textile defect recognition is a very important task for quality control of this vital industry. As deep learning has revolutionized the machine learning domain from classification to regression.This project will evalaute the potentialso of critical machine-lear

Project Title

Textile defect images defection through deep learning approach

Project Area of Specialization

Artificial Intelligence

Project Summary

In modern textile industrial processes,textile defect recognition is a very important task for quality control of this vital industry. As deep learning has revolutionized the machine learning domain from classification to regression.This project will evalaute the potentialso of critical machine-learning method, the deep convolutional  neural network (CNN) , for recognition of the textile defect images.

Project Objectives

to do the singel label classification of fabric defect images using deep convolutional neural network and comparing its results with other deep learning methods.

To validate the proposed methodology

Project Implementation Method

Tools:

Python, Image preprocessing And Convolutional Neural Network, Tensorflow and Keras 

Methodology:

Import libraries

Collecting and loading Textile defect images

Preprocessing 

Building CNN

Training the CNN

Predicting

Evalaute

Benefits of the Project

This project will be able to classsify fabric defect using deep learning reducing the error rate in human inspection which is 40% to 60%.

Less defect textile results in more economic and profit growth as the indsutry faces much of the profit loss due to poor or defected quality of fabric.

Technical Details of Final Deliverable

High Processing Power

Increased Ram for training the model and preproccesing of the images

Final Deliverable of the Project

Software System

Core Industry

Manufacturing

Other Industries

Others

Core Technology

Artificial Intelligence(AI)

Other Technologies

Others

Sustainable Development Goals

Decent Work and Economic Growth, Industry, Innovation and Infrastructure

Required Resources

If you need this project, please contact me on contact@adikhanofficial.com