DeFogify
Dehaze input images/ video
Install / Use
/learn @gitgoap/DeFogifyREADME
Overview
This project implements a single-image haze removal technique using the Dark Channel Prior, as described in the research paper: Single Image Haze Removal Using Dark Channel Prior
The dehazing algorithm is designed to enhance the quality of images affected by haze. This method is effective for various applications in image processing where haze reduction is required.
Research Paper
Introduction
Haze removal is essential for enhancing image clarity and visibility in outdoor scenes, improving the performance of vision-based applications.
Features
- Single Image Dehazing
Process one image at a time to remove haze and bring out hidden details using the Dark Channel Prior. - Bulk Image Dehazing
Process multiple images simultaneously. This feature is perfect for efficiently dehazing an entire batch of images. - Video Dehazing
Dehaze video files by processing each frame individually to ensure a clear and detailed output even for moving visual content.
Before and After Examples
| Original Image | Dehazed Image | |----------------|---------------| | <img src="https://github.com/user-attachments/assets/efe6e3c9-2d50-43d8-9218-beb2dbd9fd83" height="300"> | <img src="https://github.com/user-attachments/assets/657268d3-7c28-4c13-ad85-c97fdf1fa2e0" height="300"> | | <img src="https://github.com/user-attachments/assets/e16e378c-7ebd-4dff-8d6b-d9aef5ab644f" height="300"> | <img src="https://github.com/user-attachments/assets/ac08593d-2579-4496-bb64-a9b48ed7b4d4" height="300"> | | <img src="https://github.com/user-attachments/assets/870fcd06-28ac-4c15-b5c2-03e05f515321" height="300"> | <img src="https://github.com/user-attachments/assets/e898ee3f-662a-441a-b38f-2362291931df" height="300"> |
Live Demo
Try the dehazing app live at Hugging Face:
Installation
Ensure you have the required Python packages installed. Dependencies are listed in the requirements.txt file.
To install the required packages, use:
pip install -r requirements.txt
For Ubuntu/Debian-based systems, also install:
sudo apt-get update
sudo apt-get install libgl1-mesa-glx
