AutoStitch

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AutoStitch++: Panoramic Image Stitching. The Implemention of (Automatic Panoramic Image Stitching using Invariant Features)

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# AutoStitch:Panoramic Image Stitching

## Introduction
>This repository demonstrates the implementation of AutoStitch  in Python, based on the traditional image stitching pipeline using SIFT + RANSAC  for robust matching. We provide a variety of configurable parameters for key stages including feature extraction , matching , seam estimation , and image blending .

>Our method achieves state-of-the-art (SOTA)  performance when compared to traditional / deep learning-based methods. users can input all images captured from a single scene, and automatically return seamless panoramic image.

>On an AMD 9950X3D CPU , stitching 12 frames of 2K resolution images takes less than 3 seconds . If you have access to a GPU, enable CUDA acceleration by setting the parameter try_cuda=True for improved performance.

## File Structure
```
AutoStitch
├── images               # Directory containing input images for stitching
├── Stitcher             # Panorama stitching implemented in Python
│   ├── __init__.py      # Marks the directory as a Python package
│   ├── Constant.py      # Constants used throughout the project
│   └── main.py          # Main script for stitching images
├── Stitcher++           # Panorama stitching implemented in C++
│   ├── README.md        # Documentation specific to the C++ implementation
│   └── Stitcher.cpp     # C++ source file for stitching logic
├── README.md            # Project documentation
├── LICENSE              # License information for the project
└── requirements.txt      # Lists Python dependencies required for the project
```

## Installation
To run the AutoStitch project, you need to have Python installed on your machine. Additionally, you will need to install the required dependencies listed in `requirements.txt`.

1. Clone the repository:
   ```
   git clone https://github.com/KiMomota/AutoStitch.git
   cd AutoStitch
   ```

2. Install the required packages:
   ```
   pip install -r requirements.txt
   ```

## Usage
To use the AutoStitch functionality, modify the path to the images you want to stitch. 
Then run the `main.py` script with the path to the directory containing the images you want to stitch:

```
python Stitcher/main.py
```

![f4f41e38-65cf-4b42-903c-fe8b7cfdda5e](https://github.com/user-attachments/assets/8fc7b8f9-313d-4f42-8894-d25d09cb1d1d)

## WebUI
We have provided a GUI for users to stitch images. Users can automatically adjust the parameters, and after selecting the input images, the image will display in panorama.
![b5cc9c11eadaa8d023671e7ae5755086](https://github.com/user-attachments/assets/1baf9c8f-9753-4870-aef1-5539c9ba1fef)

## FurtherMore
> we will release end-to-end model for image stitching. The code will be available soon.                                 
> You are welcome to contact me via email for any questions or suggestions or issues.                                                 
> If you find this project helpful, please consider giving it a star ⭐ on GitHub.

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