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.
pip install face_recognition
pip install flask
pip install scipy
> karthick_aravindan@ml-machine:~/Two-Face-Comparison$ python app.py
Flask api will be hosted 8000 port
- /api/v1/compare_faces
- /api/v1/detect_faces
Distance and Boolean value. Distance is higher means it is false and lower is True
> karthick_aravindan@ml-machine:~/Two-Face-Comparison$ python compare_image.py ami.jpg AMI.jpg
> 0.5439451765528829
> True
Output will be in json format. Addition I have calculate time take to predict
[
{
"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.
It will returns list of face coordinates for the images.
[
{
"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"
}
]
> 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
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