Image_Resolution_Enhancer_SRGAN

This project uses a Super-Resolution Generative Adversarial Network (SRGAN) to enhance the resolution of images by 4x. Users can upload low-resolution images, and the web application—built using Flask—processes these images with a pre-trained SRGAN model, returning high-quality images.

Features

• Image Upload: Users can upload low-resolution images for processing.
• 4x Enhancement: Utilizes a pre-trained SRGAN model to improve image resolution.
• Download Option: Users can download the enhanced image.
• Flask Web App: A simple interface for image enhancement.

Technology Stack

• SRGAN: Pre-trained SRGAN model for super-resolution.
• Flask: Backend web framework for handling image uploads and processing.
• HTML/CSS/JavaScript: Basic frontend for user interaction.

Installation

Prerequisites

• Python 3.7+
• Flask
• Pre-trained SRGAN model

Setup

1. Clone the repository:

   git clone https://github.com/your-username/srgan-image-enhancer.git
   cd srgan-image-enhancer

2. Install the required dependencies:

   pip install -r requirements.txt

3. Run the Flask application:

   python app.py

4. Open your web browser and go to:

   http://127.0.0.1:5000/
   

How to Use

1. Upload a low-resolution image.
2. Wait for the model to process the image.
3. Download the high-resolution image.

Example Output

• Input: Low-resolution image (e.g., 64x64)
• Output: Enhanced high-resolution image (e.g., 256x256)