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2.2 KiB

Imgae matting

Here are a few effects(omitting mask images)

image-1

image-2

How to Run

Firstly, you need to download the project code and install the required dependencies

# python 3.10

git clone https://github.com/ihmily/image-matting.git
cd image-matting
pip install -r requirements.txt

Next, you can use the following command to run the web interface

python app.py

Finally, you can visit http://127.0.0.1:8000

Use API

Please run it before use API

File upload

import requests

server = "http://127.0.0.1:8000"
image_path = "image.png"
model_name = "universal"  # people,universal
files = {"image": (image_path, open(image_path, "rb"))}
data = {"model": model_name}
response = requests.post(server+'/matting', files=files, data=data)
print(response.text)
json_data = response.json()
image_url = json_data['result_image_url']
mask_url = json_data['mask_image_url']
print("image_url:", server + image_url)
print("mask_url:", server + mask_url)

Url upload

import requests

server = "http://127.0.0.1:8000"
image_url = "http://your-image-url/demo.png"
data = {"image_url": image_url, "model": "universal"}  # people,universal
response = requests.post(server+'/matting/url', json=data)
print(response.text)
json_data = response.json()
image_url = json_data['result_image_url']
mask_url = json_data['mask_image_url']
print("image_url:",server+image_url)
print("mask_url:",server+mask_url)

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.

image-3

image-4

References

https://modelscope.cn/models/damo/cv_unet_universal-matting/summary

https://modelscope.cn/models/damo/cv_unet_image-matting/summary