---
title: De-blurring Method for Motion Blurred Images Using CNN and GAN
description: This De-blurring Method for Motion Blurred Images Using CNN & GAN is an advanced level project for students who are in search ai based unique projects for there academics.
---
- [**988 617 3099**](tel:+919886173099)
- [**citlprojectsieee@gmail.com**](mailto:citlprojectsieee@gmail.com)
- [Register Now](https://share.hsforms.com/1uo7r97seQLKTVT3rOW8wlAoau2u)
[](http://CITL%20Projects)
- Software Projects
- [Java Projects](https://www.citlprojects.com/java-project-ideas-for-final-year-computer-science)
- [Android Projects](https://www.citlprojects.com/android-projects-ideas-with-source-code)
- [Dotnet Projects](https://www.citlprojects.com/dotnet-projects)
- [Cloud Computing Projects](https://www.citlprojects.com/blog/cloud-computing-projects-for-final-year)
- [Python Projects](https://www.citlprojects.com/python-projects)
- [Artificial Intelligence](https://www.citlprojects.com/python-projects/artificial-intelligence-projects)
- [Biomedical](https://www.citlprojects.com/python-projects/biomedical-projects)
- [Data Science](https://www.citlprojects.com/python-projects/data-science-projects-for-final-year-with-source-code)
- [Deep Learning](https://www.citlprojects.com/deep-learning-projects-for-final-year-with-source-code)
- [Django](https://www.citlprojects.com/blog/python-django-projects-with-source-code-ideas)
- [Image & Video processing](https://www.citlprojects.com/blog/image-processing-python-projects)
- [IOT ML Deep Learning](https://www.citlprojects.com/python-projects/iot-ml-ai-deep-learning)
- [Machine Learning](https://www.citlprojects.com/python-projects/machine-learning-projects)
- [Open CV](https://www.citlprojects.com/python-projects/open-cv-projects)
- Hardware Projects
- [IoT Projects](https://www.citlprojects.com/hardware-projects/internet-of-things-iot-projects-for-ece-and-cse)
- [VLSI Projects](https://www.citlprojects.com/vlsi-projects-for-engineering-mtech-btech-students)
- [Embedded Projects](https://www.citlprojects.com/embedded-systems-projects)
- Final Year Projects
- [BE](https://www.citlprojects.com/be-final-year-projects)
- [Mtech](https://www.citlprojects.com/mtech-final-year-projects)
- [Btech](https://www.citlprojects.com/btech-final-year-projects)
- [MCA](https://www.citlprojects.com/mca-final-year-projects)
- [MS](https://www.citlprojects.com/ms-final-year-projects)
- [Python](https://www.citlprojects.com/python-projects-for-final-year-students-with-source-code)
- [BCA](https://www.citlprojects.com/bca-final-year-projects)
- [CSE Projects](https://www.citlprojects.com/final-year-projects-for-computer-science-cse)
- [ECE Projects](https://www.citlprojects.com/ece-final-year-projects)
- [Internship](https://www.citlprojects.com/internships-for-engineering-students)
- [VLSI](https://www.citlprojects.com/internships/vlsi-design)
- [Python](https://www.citlprojects.com/internships/python-programming)
- [Web Development](https://www.citlprojects.com/internships/web-development)
- [Artificial Intelligence](https://www.citlprojects.com/internships/artificial-intelligence-ai)
- [Python & Machine Learning](https://www.citlprojects.com/internships/python-machine-learning)
- [Data Science](https://www.citlprojects.com/internships/data-science-python)
- [cloud computing](https://www.citlprojects.com/internships/cloud-computing)
- [IoT](https://www.citlprojects.com/internships/internet-of-things-iot)
- [Embedded System Design](https://www.citlprojects.com/internships/embedded-system)
- [Robotics](https://www.citlprojects.com/blog/robotics-internships-in-bangalore)
- [Blog](https://www.citlprojects.com/blog)
- CITL
- About Us
- [Contact](https://www.citlprojects.com/contact-us)
[](http://CITL%20Projects)
close
- Software Projects
- [Java Projects](https://www.citlprojects.com/java-project-ideas-for-final-year-computer-science)
- [Android Projects](https://www.citlprojects.com/android-projects-ideas-with-source-code)
- [Dotnet Projects](https://www.citlprojects.com/dotnet-projects)
- [Cloud Computing Projects](https://www.citlprojects.com/blog/cloud-computing-projects-for-final-year)
- [Python Projects](https://www.citlprojects.com/python-projects)
- [Artificial Intelligence](https://www.citlprojects.com/python-projects/artificial-intelligence-projects)
- [Biomedical](https://www.citlprojects.com/python-projects/biomedical-projects)
- [Data Science](https://www.citlprojects.com/python-projects/data-science-projects-for-final-year-with-source-code)
- [Deep Learning](https://www.citlprojects.com/deep-learning-projects-for-final-year-with-source-code)
- [Django](https://www.citlprojects.com/blog/python-django-projects-with-source-code-ideas)
- [Image & Video processing](https://www.citlprojects.com/blog/image-processing-python-projects)
- [IOT ML Deep Learning](https://www.citlprojects.com/python-projects/iot-ml-ai-deep-learning)
- [Machine Learning](https://www.citlprojects.com/python-projects/machine-learning-projects)
- [Open CV](https://www.citlprojects.com/python-projects/open-cv-projects)
- Hardware Projects
- [IoT Projects](https://www.citlprojects.com/hardware-projects/internet-of-things-iot-projects-for-ece-and-cse)
- [VLSI Projects](https://www.citlprojects.com/vlsi-projects-for-engineering-mtech-btech-students)
- [Embedded Projects](https://www.citlprojects.com/embedded-systems-projects)
- Final Year Projects
- [BE](https://www.citlprojects.com/be-final-year-projects)
- [Mtech](https://www.citlprojects.com/mtech-final-year-projects)
- [Btech](https://www.citlprojects.com/btech-final-year-projects)
- [MCA](https://www.citlprojects.com/mca-final-year-projects)
- [MS](https://www.citlprojects.com/ms-final-year-projects)
- [Python](https://www.citlprojects.com/python-projects-for-final-year-students-with-source-code)
- [BCA](https://www.citlprojects.com/bca-final-year-projects)
- [CSE Projects](https://www.citlprojects.com/final-year-projects-for-computer-science-cse)
- [ECE Projects](https://www.citlprojects.com/ece-final-year-projects)
- [Internship](https://www.citlprojects.com/internships-for-engineering-students)
- [VLSI](https://www.citlprojects.com/internships/vlsi-design)
- [Python](https://www.citlprojects.com/internships/python-programming)
- [Web Development](https://www.citlprojects.com/internships/web-development)
- [Artificial Intelligence](https://www.citlprojects.com/internships/artificial-intelligence-ai)
- [Python & Machine Learning](https://www.citlprojects.com/internships/python-machine-learning)
- [Data Science](https://www.citlprojects.com/internships/data-science-python)
- [cloud computing](https://www.citlprojects.com/internships/cloud-computing)
- [IoT](https://www.citlprojects.com/internships/internet-of-things-iot)
- [Embedded System Design](https://www.citlprojects.com/internships/embedded-system)
- [Robotics](https://www.citlprojects.com/blog/robotics-internships-in-bangalore)
- [Blog](https://www.citlprojects.com/blog)
- CITL
- About Us
- [Contact](https://www.citlprojects.com/contact-us)
# De-blurring Blurred Image Using GAN and CNN
- [Home](https://www.citlprojects.com)
- [Blogs](https://www.citlprojects.com/blog)
## De-blurring Blurred Image Using GAN and CNN
- September 28 2023
- Bhimsen
- September 28 2023
- Bhimsen
## Abstract
Image blur detection and removal have been one of the major topics of research in image processing in the recent years. These blur detection and removal algorithms have many real world applications including image restoration and image enhancement.
Image blur can include motion blur and out-of-focus blur or blurring due to lens imperfections. This paper also proposes an approach for motion blur detection and removal involving Convolutional Neural Network(CNN) and Generative Adversarial Network(GAN). Check detailed information on de-blurring images using convolutional neural networks.
## Introduction
One of the frequently encountered problems in photography as well as capturing a video is the introduction of blur either due to object movement or camera motion associated with the speed of the camera (shutter speed) when pictures are taken.
Blur is the smoothing of the image pixels essentially resulting in a relatively obscure image.
After this the blur is classified into general blur and motion blur The last step is the image restoration step where blur is removed.
This paper discusses some approaches used to detect and remove motion blur. This paper also proposes a deep learning technique.
## System Architecture for GAN-Based Model for Document Image Deblurring
## H/w and S/W requirements
### **Hardware:**
Computer : System.
Ram : 1GB
Rom : 32GB
### **Software**:
Technology : Machine Learning.
Front End : GUI-tkinter.
IDLE : python 3.10.4
Virtual Envs : Anaconda
###### Share on:
### Leave Your Comment Here
### Popular Posts
### Popular Tags
### Related Posts
##### [Cadence Projects / FinFET Projects September 30, 2023](https://www.citlprojects.com/blog/vlsi-based-cadence-projects)
##### [Mini Projects for computer science September 26, 2023](https://www.citlprojects.com/blog/mini-projects-for-cse-computer-science)
##### [Wireless (Bluetooth / Zigbee) September 30, 2023](https://www.citlprojects.com/blog/wireless-bluetooth-zigbee-projects)
### Projects By Courses
- [B.E Final Year Projects](https://www.citlprojects.com/be-final-year-projects)
- [Final Year M.Tech Projects](https://www.citlprojects.com/mtech-final-year-projects)
- [Final Year B.Tech Projects](https://www.citlprojects.com/btech-final-year-projects)
- [MCA Final Year Projects](https://www.citlprojects.com/mca-final-year-projects)
- [M.S Final Year Projects](https://www.citlprojects.com/ms-final-year-projects)
### Software Projects
- JAVA Cloud Computing projects
- [Data Analytics / Data Mining / Web Mining](https://www.citlprojects.com/blog/data-analytics-data-mining-web-mining-projects)
- [Mobile Computing](https://www.citlprojects.com/blog/mobile-computing)
- [JAVA Wireless Sensor Network](https://www.citlprojects.com/blog/java-wireless-sensor-network-projects-for-final-year)
### Hardware Projects
- [IEEE Final Year Projects for ECE](https://www.citlprojects.com/ieee-final-year-projects-ece)
- [Robotics Projects (ECE)](https://www.citlprojects.com/embedded-projects-ece/robotics-projects)
- [Automotive Projects](https://www.citlprojects.com/blog/embedded-system-based-automotive-projects)
- [Bio-medical Projects](https://www.citlprojects.com/embedded-projects-ece/biomedical-engineering-biomedical-projects)
- [Embedded GSM/GPRS/GPS Projects](https://www.citlprojects.com/blog/embedded-system-based-gsm-gprs-gps-projects)
- [Raspberry PI Projects](https://www.citlprojects.com/blog/raspberry-pi-projects)
### Simulation Projects
- [IEEE Papers on Image Processing](https://www.citlprojects.com/matlab-based-image-processing-projects)
- [Matlab Communication Systems](https://www.citlprojects.com/blog/matlab-communication-systems-for-mtechbtech)
- [Matlab Power Electronics](https://www.citlprojects.com/blog/matlab-based-power-electronics-projects)
- [Matlab Signal Processing](https://www.citlprojects.com/blog/matlab-based-signal-processing-projects)
- [Matlab Wireless Communication](https://www.citlprojects.com/blog/matlab-based-wireless-communication-projects)
(c) 2024 All Rights Reserved. Made with ❤️ by [Techlifters](https://www.techlifters.com/)
```json
{
"@context" : "https://schema.org",
"@type" : "BlogPosting",
"author" : {
"@type" : "Person",
"name" : "Bhimsen",
"url" : "https://www.citlprojects.com/blog/author/bhimsen"
},
"dateModified" : "2023-11-14T17:14:44.298Z",
"datePublished" : "2023-09-28T12:41:39.000Z",
"headline" : "De-blurring Method for Motion Blurred Images Using CNN and GAN",
"mainEntityOfPage" : {
"@id" : "https://www.citlprojects.com/blog/de-blurring-blurred-image-using-cnn-gan",
"@type" : "WebPage"
},
"publisher" : {
"@type" : "Organization",
"logo" : {
"@type" : "ImageObject",
"url" : "https://www.citlprojects.com/hubfs/citl-logo.jpg"
},
"name" : "CITL Projects"
}
}
```