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# https://editorconfig.org/ | ||
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root = true | ||
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[*] | ||
indent_style = space | ||
indent_size = 4 | ||
insert_final_newline = true | ||
trim_trailing_whitespace = true | ||
end_of_line = lf | ||
charset = utf-8 |
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# general things to ignore | ||
build/ | ||
dist/ | ||
*.egg-info/ | ||
*.egg | ||
*.py[cod] | ||
__pycache__/ | ||
*.so | ||
*~ | ||
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# due to using tox and pytest | ||
.tox | ||
.cache |
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MIT License | ||
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Copyright (c) 2020 Daniel Gatis | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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include pyproject.toml | ||
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# Include the README | ||
include *.md | ||
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# Include the license file | ||
include LICENSE.txt | ||
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# Include the data files | ||
recursive-include data * | ||
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include requirements.txt |
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# Rembg | ||
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Rembg is a tool to remove images background. That is it. | ||
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<p style="display: flex;align-items: center;justify-content: center;"> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/car-1.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/car-1.out.png" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/car-2.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/car-2.out.png" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/car-3.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/car-3.out.png" width="100" /> | ||
</p> | ||
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<p style="display: flex;align-items: center;justify-content: center;"> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/animal-1.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/animal-1.out.png" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/animal-2.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/animal-2.out.png" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/animal-3.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/animal-3.out.png" width="100" /> | ||
</p> | ||
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<p style="display: flex;align-items: center;justify-content: center;"> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/girl-1.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/girl-1.out.png" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/girl-2.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/girl-2.out.png" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/girl-3.jpg" width="100" /> | ||
<img src="https://raw.githubusercontent.com/danielgatis/rembg/master/examples/girl-3.out.png" width="100" /> | ||
</p> | ||
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### Installation | ||
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Install it from pypi | ||
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```bash | ||
pip install rembg | ||
``` | ||
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### Usage as a cli | ||
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Remove the backaground from a remote image | ||
```bash | ||
curl -s http://input.png | rembg > output.png | ||
``` | ||
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Remove the backaground from a local file | ||
```bash | ||
rembg -o path/to/output.png paht/to/input.png | ||
``` | ||
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Remove the backaground from all images in a folder | ||
```bash | ||
rembg -p path/to/inputs | ||
``` | ||
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### Usage as a server | ||
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Start the server | ||
```bash | ||
rembg-server | ||
``` | ||
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Open your browser to | ||
``` | ||
http://localhost:5000?url=http://image.png | ||
``` | ||
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### Usage as a library | ||
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In `app.py` | ||
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```python | ||
import sys | ||
from rembg.bg import remove | ||
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sys.stdout.buffer.write(remove(sys.stdin.buffer.read())) | ||
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``` | ||
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Then run | ||
``` | ||
cat input.png | python app.py > out.png | ||
``` | ||
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### References | ||
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- https://arxiv.org/pdf/2005.09007.pdf | ||
- https://github.com/NathanUA/U-2-Net | ||
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### License | ||
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Copyright (c) 2020-present [Daniel Gatis](https://github.com/danielgatis) | ||
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Licensed under [MIT License](./LICENSE.txt) |
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[build-system] | ||
# These are the assumed default build requirements from pip: | ||
# https://pip.pypa.io/en/stable/reference/pip/#pep-517-and-518-support | ||
requires = ["setuptools>=40.8.0", "wheel"] | ||
build-backend = "setuptools.build_meta" |
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flask==1.1.2 | ||
numpy==1.19.1 | ||
pillow==7.2.0 | ||
scikit-image==0.17.2 | ||
torch==1.6.0 | ||
torchvision==0.7.0 | ||
waitress==1.4.4 | ||
tqdm==4.48.2 |
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[metadata] | ||
# This includes the license file(s) in the wheel. | ||
# https://wheel.readthedocs.io/en/stable/user_guide.html#including-license-files-in-the-generated-wheel-file | ||
license_files = LICENSE.txt |
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import pathlib | ||
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from setuptools import find_packages, setup | ||
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here = pathlib.Path(__file__).parent.resolve() | ||
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long_description = (here / "README.md").read_text(encoding="utf-8") | ||
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with open("requirements.txt") as f: | ||
requireds = f.read().splitlines() | ||
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setup( | ||
name="rembg", | ||
version="1.0.3", | ||
description="Remove image background", | ||
long_description=long_description, | ||
long_description_content_type="text/markdown", | ||
url="https://github.com/danielgatis/rembg", | ||
author="Daniel Gatis", | ||
author_email="[email protected]", | ||
classifiers=[ | ||
"License :: OSI Approved :: MIT License", | ||
"Programming Language :: Python :: 3 :: Only", | ||
], | ||
keywords="remove, background, u2net", | ||
package_dir={"": "src"}, | ||
packages=find_packages(where="src"), | ||
python_requires=">=3.5, <4", | ||
install_requires=requireds, | ||
entry_points={ | ||
"console_scripts": [ | ||
"rembg=rembg.cmd.cli:main", | ||
"rembg-server=rembg.cmd.server:main", | ||
], | ||
}, | ||
) |
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import argparse | ||
import io | ||
import os | ||
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import numpy as np | ||
from PIL import Image | ||
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from .u2net import detect | ||
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model_u2net = detect.load_model(model_name="u2net") | ||
model_u2netp = detect.load_model(model_name="u2netp") | ||
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def remove(data, model_name="u2net"): | ||
model = model_u2net | ||
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if model == "u2netp": | ||
model = model_u2netp | ||
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img = Image.open(io.BytesIO(data)) | ||
roi = detect.predict(model, np.array(img)) | ||
roi = roi.resize((img.size), resample=Image.LANCZOS) | ||
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empty = Image.new("RGBA", (img.size), 0) | ||
out = Image.composite(img, empty, roi.convert("L")) | ||
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bio = io.BytesIO() | ||
out.save(bio, "PNG") | ||
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return bio.getbuffer() |
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import argparse | ||
import glob | ||
import imghdr | ||
import io | ||
import os | ||
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import numpy as np | ||
from PIL import Image | ||
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from ..bg import remove | ||
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def main(): | ||
ap = argparse.ArgumentParser() | ||
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ap.add_argument( | ||
"-m", | ||
"--model", | ||
default="u2net", | ||
type=str, | ||
choices=("u2net", "u2netp"), | ||
help="The model name.", | ||
) | ||
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ap.add_argument( | ||
"-p", "--path", nargs="+", help="Path of a file or a folder of files.", | ||
) | ||
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ap.add_argument( | ||
"-o", | ||
"--output", | ||
nargs="?", | ||
default="-", | ||
type=argparse.FileType("wb"), | ||
help="Path to the output png image.", | ||
) | ||
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ap.add_argument( | ||
"input", | ||
nargs="?", | ||
default="-", | ||
type=argparse.FileType("rb"), | ||
help="Path to the input image.", | ||
) | ||
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args = ap.parse_args() | ||
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r = lambda i: i.buffer.read() if hasattr(i, "buffer") else i.read() | ||
w = lambda o, data: o.buffer.write(data) if hasattr(o, "buffer") else o.write(data) | ||
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if args.path: | ||
full_paths = [os.path.abspath(path) for path in args.path] | ||
files = set() | ||
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for path in full_paths: | ||
if os.path.isfile(path): | ||
files.add(path) | ||
else: | ||
full_paths += glob.glob(path + "/*") | ||
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for fi in files: | ||
if imghdr.what(fi) is None: | ||
continue | ||
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with open(fi, "rb") as input: | ||
with open(os.path.splitext(fi)[0] + ".out.png", "wb") as output: | ||
w(output, remove(r(input), args.model)) | ||
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else: | ||
w(args.output, remove(r(args.input), args.model)) | ||
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if __name__ == "__main__": | ||
main() |
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import argparse | ||
from io import BytesIO | ||
from urllib.parse import unquote_plus | ||
from urllib.request import urlopen | ||
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from flask import Flask, request, send_file | ||
from waitress import serve | ||
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from ..bg import remove | ||
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def index(): | ||
model = request.args.get("model", type=str, default="u2net") | ||
if model not in ("u2net", "u2netp"): | ||
return {"error": "invalid query param 'model'"}, 400 | ||
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url = request.args.get("url", type=str) | ||
if url is None: | ||
return {"error": "missing query param 'url'"}, 400 | ||
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try: | ||
return send_file( | ||
BytesIO(remove(urlopen(unquote_plus(url)).read(), model)), | ||
mimetype="image/png", | ||
) | ||
except Exception as e: | ||
app.logger.exception(e.message, exc_info=True) | ||
return {"error": "oops, something went wrong!"}, 500 | ||
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def main(): | ||
ap = argparse.ArgumentParser() | ||
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ap.add_argument( | ||
"-a", "--addr", default="0.0.0.0", type=str, help="The IP address to bind to.", | ||
) | ||
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ap.add_argument( | ||
"-p", "--port", default=5000, type=int, help="The port to bind to.", | ||
) | ||
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args = ap.parse_args() | ||
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app = Flask(__name__) | ||
app.add_url_rule("/", "index", index) | ||
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serve(app, host=args.addr, port=args.port) | ||
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if __name__ == "__main__": | ||
main() |
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