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README.md
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license: apache-2.0
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license: apache-2.0
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---
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# Advanced Background Remover v2.2
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This project is a web-based tool for removing the background from images. It provides users with several advanced options such as background color replacement, model selection, alpha matting, and more, using the `rembg` library.
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## Features
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- **Background Removal**: Automatically remove the background from images.
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- **Model Selection**: Choose from a variety of pre-trained models for different use cases, including general use, human segmentation, and anime character segmentation.
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- **Custom Background Color**: Replace the removed background with a custom color.
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- **Alpha Matting**: Improve the quality of the background removal with alpha matting.
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- **Post-Processing**: Option to post-process the mask for better results.
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- **Only Mask**: Option to return only the mask of the image without any background.
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## Pre-Trained Models
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The following models are available for selection:
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- **u2net**: A pre-trained model for general use cases.
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- **u2netp**: A lightweight version of the u2net model.
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- **u2net_human_seg**: A pre-trained model for human segmentation.
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- **u2net_cloth_seg**: A pre-trained model for cloth parsing from human portraits.
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- **silueta**: Same as u2net but with a reduced size.
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- **isnet-general-use**: A new pre-trained model for general use cases.
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- **isnet-anime**: High-accuracy segmentation for anime characters.
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- **sam**: A pre-trained model for any use cases.
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## Installation
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1. Clone this repository:
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```bash
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git clone https://github.com/your-username/background-remover.git
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cd background-remover
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```
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2. Install the required dependencies:
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```bash
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pip install -r requirements.txt
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```
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3. Run the application:
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```bash
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python app.py
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```
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## Usage
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1. Upload an image by dragging it into the upload area.
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2. (Optional) Select a background color using the color picker.
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3. Choose a model from the dropdown menu.
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4. Enable or disable alpha matting and post-processing options as needed.
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5. Click "Submit" to remove the background.
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6. View the processed image directly on the page.
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7. Download the processed image by clicking on the download link.
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## Configuration
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You can customize the project by editing the `app.py` file, which includes the following key options:
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- **Model Selection**: Adjust the models available for users.
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- **Alpha Matting**: Modify the parameters for alpha matting.
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- **Post-Processing**: Enable or disable post-processing of the mask.
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## Example
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Here's a simple example of how to use the remove function:
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```python
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from PIL import Image
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from rembg import remove
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input_image = Image.open('input.png')
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output_image = remove(input_image, alpha_matting=True, alpha_matting_foreground_threshold=270, alpha_matting_background_threshold=20, alpha_matting_erode_size=11)
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output_image.save('output.png')
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```
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## Contributing
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Contributions are welcome! Please feel free to submit a pull request or open an issue.
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## License
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This project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.
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## Acknowledgments
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- [rembg](https://github.com/danielgatis/rembg) - The Python library used for background removal.
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- [Gradio](https://www.gradio.app/) - The framework used to create the user interface.
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---
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> Readme generated by chatgpt
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