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Title: GitHub - fhbsmile/face_recognition: The world's simplest facial recognition api for Python and the command line

Open Graph Title: GitHub - fhbsmile/face_recognition: The world's simplest facial recognition api for Python and the command line

X Title: GitHub - fhbsmile/face_recognition: The world's simplest facial recognition api for Python and the command line

Description: The world's simplest facial recognition api for Python and the command line - fhbsmile/face_recognition

Open Graph Description: The world's simplest facial recognition api for Python and the command line - fhbsmile/face_recognition

X Description: The world's simplest facial recognition api for Python and the command line - fhbsmile/face_recognition

Opengraph URL: https://github.com/fhbsmile/face_recognition

X: @github

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README.md	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/README.md
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README.rst	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/README.rst
README_Japanese.md	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/README_Japanese.md
README_Japanese.md	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/README_Japanese.md
README_Korean.md	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/README_Korean.md
README_Korean.md	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/README_Korean.md
README_Simplified_Chinese.md	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/README_Simplified_Chinese.md
README_Simplified_Chinese.md	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/README_Simplified_Chinese.md
docker-compose.yml	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/docker-compose.yml
docker-compose.yml	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/docker-compose.yml
pyproject.toml	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/pyproject.toml
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setup.py	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/setup.py
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README	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition
Contributing	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition
MIT license	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#face-recognition
in Chinese 简体中文版	https://github.com/ageitgey/face_recognition/blob/master/README_Simplified_Chinese.md
in Korean 한국어	https://github.com/ageitgey/face_recognition/blob/master/README_Korean.md
in Japanese 日本語	https://github.com/m-i-k-i/face_recognition/blob/master/README_Japanese.md
dlib	http://dlib.net/
Labeled Faces in the Wild	http://vis-www.cs.umass.edu/lfw/
	https://pypi.python.org/pypi/face_recognition
	https://github.com/ageitgey/face_recognition/actions?query=workflow%3ACI
	http://face-recognition.readthedocs.io/en/latest/?badge=latest
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#features
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#find-faces-in-pictures
	https://cloud.githubusercontent.com/assets/896692/23625227/42c65360-025d-11e7-94ea-b12f28cb34b4.png
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#find-and-manipulate-facial-features-in-pictures
	https://cloud.githubusercontent.com/assets/896692/23625282/7f2d79dc-025d-11e7-8728-d8924596f8fa.png
digital make-up	https://github.com/ageitgey/face_recognition/blob/master/examples/digital_makeup.py
	https://cloud.githubusercontent.com/assets/896692/23625283/80638760-025d-11e7-80a2-1d2779f7ccab.png
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#identify-faces-in-pictures
	https://cloud.githubusercontent.com/assets/896692/23625229/45e049b6-025d-11e7-89cc-8a71cf89e713.png
	https://cloud.githubusercontent.com/assets/896692/24430398/36f0e3f0-13cb-11e7-8258-4d0c9ce1e419.gif
this example	https://github.com/ageitgey/face_recognition/blob/master/examples/facerec_from_webcam_faster.py
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#online-demos
	https://beta.deepnote.org/launch?template=face_recognition
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#installation
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#requirements
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#installation-options
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#installing-on-mac-or-linux
How to install dlib from source on macOS or Ubuntu	https://gist.github.com/ageitgey/629d75c1baac34dfa5ca2a1928a7aeaf
Docker	https://www.docker.com/
this section	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#deployment
pre-configured VM	https://medium.com/@ageitgey/try-deep-learning-in-python-now-with-a-fully-pre-configured-vm-1d97d4c3e9b
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#installing-on-an-nvidia-jetson-nano-board
Jetson Nano installation instructions	https://medium.com/@ageitgey/build-a-hardware-based-face-recognition-system-for-150-with-the-nvidia-jetson-nano-and-python-a25cb8c891fd
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#installing-on-raspberry-pi-2
Raspberry Pi 2+ installation instructions	https://gist.github.com/ageitgey/1ac8dbe8572f3f533df6269dab35df65
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#installing-on-freebsd
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#installing-on-windows
@masoudr's Windows 10 installation guide (dlib + face_recognition)	https://github.com/ageitgey/face_recognition/issues/175#issue-257710508
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#installing-a-pre-configured-virtual-machine-image
Download the pre-configured VM image	https://medium.com/@ageitgey/try-deep-learning-in-python-now-with-a-fully-pre-configured-vm-1d97d4c3e9b
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#usage
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#command-line-interface
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#face_recognition-command-line-tool
	https://cloud.githubusercontent.com/assets/896692/23582466/8324810e-00df-11e7-82cf-41515eba704d.png
	https://cloud.githubusercontent.com/assets/896692/23582465/81f422f8-00df-11e7-8b0d-75364f641f58.png
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#face_detection-command-line-tool
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#adjusting-tolerance--sensitivity
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#more-examples
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#speeding-up-face-recognition
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#python-module
https://face-recognition.readthedocs.io	https://face-recognition.readthedocs.io/en/latest/face_recognition.html
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#automatically-find-all-the-faces-in-an-image
this example	https://github.com/ageitgey/face_recognition/blob/master/examples/find_faces_in_picture.py
this example	https://github.com/ageitgey/face_recognition/blob/master/examples/find_faces_in_picture_cnn.py
find faces in batches	https://github.com/ageitgey/face_recognition/blob/master/examples/find_faces_in_batches.py
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#automatically-locate-the-facial-features-of-a-person-in-an-image
this example	https://github.com/ageitgey/face_recognition/blob/master/examples/find_facial_features_in_picture.py
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#recognize-faces-in-images-and-identify-who-they-are
this example	https://github.com/ageitgey/face_recognition/blob/master/examples/recognize_faces_in_pictures.py
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#python-code-examples
here	https://github.com/ageitgey/face_recognition/tree/master/examples
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#face-detection
Find faces in a photograph	https://github.com/ageitgey/face_recognition/blob/master/examples/find_faces_in_picture.py
Find faces in a photograph (using deep learning)	https://github.com/ageitgey/face_recognition/blob/master/examples/find_faces_in_picture_cnn.py
Find faces in batches of images w/ GPU (using deep learning)	https://github.com/ageitgey/face_recognition/blob/master/examples/find_faces_in_batches.py
Blur all the faces in a live video using your webcam (Requires OpenCV to be installed)	https://github.com/ageitgey/face_recognition/blob/master/examples/blur_faces_on_webcam.py
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#facial-features
Identify specific facial features in a photograph	https://github.com/ageitgey/face_recognition/blob/master/examples/find_facial_features_in_picture.py
Apply (horribly ugly) digital make-up	https://github.com/ageitgey/face_recognition/blob/master/examples/digital_makeup.py
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#facial-recognition
Find and recognize unknown faces in a photograph based on photographs of known people	https://github.com/ageitgey/face_recognition/blob/master/examples/recognize_faces_in_pictures.py
Identify and draw boxes around each person in a photo	https://github.com/ageitgey/face_recognition/blob/master/examples/identify_and_draw_boxes_on_faces.py
Compare faces by numeric face distance instead of only True/False matches	https://github.com/ageitgey/face_recognition/blob/master/examples/face_distance.py
Recognize faces in live video using your webcam - Simple / Slower Version (Requires OpenCV to be installed)	https://github.com/ageitgey/face_recognition/blob/master/examples/facerec_from_webcam.py
Recognize faces in live video using your webcam - Faster Version (Requires OpenCV to be installed)	https://github.com/ageitgey/face_recognition/blob/master/examples/facerec_from_webcam_faster.py
Recognize faces in a video file and write out new video file (Requires OpenCV to be installed)	https://github.com/ageitgey/face_recognition/blob/master/examples/facerec_from_video_file.py
Recognize faces on a Raspberry Pi w/ camera	https://github.com/ageitgey/face_recognition/blob/master/examples/facerec_on_raspberry_pi.py
Run a web service to recognize faces via HTTP (Requires Flask to be installed)	https://github.com/ageitgey/face_recognition/blob/master/examples/web_service_example.py
Recognize faces with a K-nearest neighbors classifier	https://github.com/ageitgey/face_recognition/blob/master/examples/face_recognition_knn.py
Train multiple images per person then recognize faces using a SVM	https://github.com/ageitgey/face_recognition/blob/master/examples/face_recognition_svm.py
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#creating-a-standalone-executable
PyInstaller	https://github.com/pyinstaller/pyinstaller
this issue	https://github.com/ageitgey/face_recognition/issues/357
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#articles-and-guides-that-cover-face_recognition
Modern Face Recognition with Deep Learning	https://medium.com/@ageitgey/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78
Face recognition with OpenCV, Python, and deep learning	https://www.pyimagesearch.com/2018/06/18/face-recognition-with-opencv-python-and-deep-learning/
Raspberry Pi Face Recognition	https://www.pyimagesearch.com/2018/06/25/raspberry-pi-face-recognition/
Face clustering with Python	https://www.pyimagesearch.com/2018/07/09/face-clustering-with-python/
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#how-face-recognition-works
read my article	https://medium.com/@ageitgey/machine-learning-is-fun-part-4-modern-face-recognition-with-deep-learning-c3cffc121d78
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#caveats
this wiki page	https://github.com/ageitgey/face_recognition/wiki/Face-Recognition-Accuracy-Problems#question-face-recognition-works-well-with-european-individuals-but-overall-accuracy-is-lower-with-asian-individuals
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#deployment-to-cloud-hosts-heroku-aws-etc
Docker	https://www.docker.com/
Nvidia-Docker	https://github.com/NVIDIA/nvidia-docker
docker-compose.yml	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/blob/master/docker-compose.yml
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#having-problems
Common Errors	https://github.com/ageitgey/face_recognition/wiki/Common-Errors
	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#thanks
Davis King	https://github.com/davisking
@nulhom	https://twitter.com/nulhom
blog post	http://blog.dlib.net/2017/02/high-quality-face-recognition-with-deep.html
Cookiecutter	https://github.com/audreyr/cookiecutter
audreyr/cookiecutter-pypackage	https://github.com/audreyr/cookiecutter-pypackage
Readme	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#readme-ov-file
MIT license	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#MIT-1-ov-file
Contributing	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition#contributing-ov-file
Please reload this page	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition
Activity	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/activity
0 stars	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/stargazers
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0 forks	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/forks
Report repository	https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Ffhbsmile%2Fface_recognition&report=fhbsmile+%28user%29
Releases	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/releases
2 tags	https://patch-diff.githubusercontent.com/fhbsmile/face_recognition/tags
Packages 0	https://patch-diff.githubusercontent.com/users/fhbsmile/packages?repo_name=face_recognition
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

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