Multi-Face-Comparison
Compare two images and it will return True or False. This is the main focus of this repo. I have attached two py file.One is compare_image.py this can be run in the terminal with two images name like
karthick_aravindan@ml-machine:~/Documents/Two-Face-Comparison$ python compare_image.py image_1.jpg image_2.jpg
Another File is app.py. This file is api which can be attached to website or other apps. In this we compare multiple faces with one target image.
Requirment
pip install face_recognitionpip install flaskpip install scipyRun
> karthick_aravindan@ml-machine:~/Two-Face-Comparison$ python app.pyFlask api will be hosted 8000 port
Endpoints
- /api/v1/compare_faces
- /api/v1/detect_faces
Output for compare_image.py
Distance and Boolean value. Distance is higher means it is false and lower is True
command line output
> karthick_aravindan@ml-machine:~/Two-Face-Comparison$ python compare_image.py ami.jpg AMI.jpg > 0.5439451765528829> TrueOutput for compare face API
Output will be in json format. Addition I have calculate time take to predict
Example
[ { "result": "True", "distance": 0.0, "time_taken": 0.29, "target": "rajini.jpeg", "face": "rajini.jpeg" }, { "result": "False", "distance": 0.77, "time_taken": 0.339, "target": "rajini.jpeg", "face": "kamal.jpg" }] I have used postman to check the api. The url mostly will be like http://localhost:8000/compare_faces in POST format.
form-data key name will be target and faces in Postman
Detect Faces API
It will returns list of face coordinates for the images.
Example
[ { "coordinates": [ { "ymin": 46, "xmin": 175, "ymax": 136, "xmax": 86 } ], "time_taken": 0.046, "image_name": "kamal.jpg" }, { "coordinates": [ { "ymin": 32, "xmin": 101, "ymax": 84, "xmax": 49 } ], "time_taken": 0.016, "image_name": "harry.jpg" }]
command line output
> karthick_aravindan@ml-machine:~/Two-Face-Comparison$ python detect_face.py image_path/ami.jpg> Coordinates: [(53, 114, 115, 52)]Links for other resources
https://face-recognition.readthedocs.io/en/latest/installation.html
