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## Imgae matting
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Here are a few effects(omitting mask images):
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![image-1](https://github.com/ihmily/image-matting/blob/main/assets/image-1.png)
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![image-2](https://github.com/ihmily/image-matting/blob/main/assets/image-2.png)
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## How to Run
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Firstly, you need to download the project code and install the required dependencies
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```
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# python 3.10
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git clone https://github.com/ihmily/image-matting.git
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cd image-matting
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pip install -r requirements.txt
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```
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Next, you can use the following command to run the web interface
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```
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python app.py
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```
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Finally, you can visit http://127.0.0.1:8000
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## Use API
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Please run it before use API
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File upload
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```
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import requests
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server = "http://127.0.0.1:8000"
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image_path = "image.png"
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model_name = "universal" # people,universal
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files = {"image": (image_path, open(image_path, "rb"))}
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data = {"model": model_name}
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response = requests.post(server+'/matting', files=files, data=data)
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print(response.text)
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json_data = response.json()
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image_url = json_data['result_image_url']
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mask_url = json_data['mask_image_url']
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print("image_url:", server + image_url)
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print("mask_url:", server + mask_url)
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```
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Url upload
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```
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import requests
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server = "http://127.0.0.1:8000"
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image_url = "http://your-image-url/demo.png"
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data = {"image_url": image_url, "model": "universal"} # people,universal
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response = requests.post(server+'/matting/url', json=data)
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print(response.text)
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json_data = response.json()
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image_url = json_data['result_image_url']
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mask_url = json_data['mask_image_url']
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print("image_url:",server+image_url)
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print("mask_url:",server+mask_url)
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```
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You can freely choose the method you want to upload from above.If you want to get the cropped cutout, you can call `crop_image_by_alpha_channel` function.
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## Extended Gallery
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![image-3](https://github.com/ihmily/image-matting/blob/main/assets/image-3.png)
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![image-4](https://github.com/ihmily/image-matting/blob/main/assets/image-4.png)
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## References
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[https://modelscope.cn/models/damo/cv_unet_universal-matting/summary](https://modelscope.cn/models/damo/cv_unet_universal-matting/summary)
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[https://modelscope.cn/models/damo/cv_unet_image-matting/summary](https://modelscope.cn/models/damo/cv_unet_image-matting/summary)
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