face_verification_api's Introduction

Keras Face Verification System deployed as Flask REST API

What

A POST request can be used to integrate face verification in your system.

POST Request Format

curl -X POST -F [email protected] 'http://localhost:5000/add?name=sachin'

Verify

curl -X POST -F [email protected] 'http://localhost:5000/verify?name=sachin'

API Flow Diagram

Here name should be unique to the person like emailid or something and image should be the image file containing the person's face.

How to RUN

CMD

pip install -r requirements.txt
python app.py

Docker

docker build -t face_api:latest .
docker run -dp 5000:5000 face_api
curl -X GET http://0.0.0.0:5000/

Pre-built docker image at docker pull ravip18597/face-api:v1

Kubernetes

kubectl apply -f ./deployment.yaml
minikube servive face-api

Output Response

Verify

First

{
	"code":1,
	"message":"Person is verified correctly",
	"score":"0.8051153"
}

Second

{
	"code":0,
	"message":"Person is not verified",
	"score":"1.051153"
}

Third

{
    "code": -3,
    "message": "Name does not exist in database"
}

Fourth

{
	"code":-1,
	"message":"No frontal face detected on picture"
}

Fifth

{
	"code":-2,
	"message":"Model could not be loaded"
}

Score is the value of the similarity of the face with the registered face. Lower the value of score , means more similarity

ADD

First

{
	"code":1,
	"message":"Face added to the database",
}

Second

{
	"code":-1,
	"message":"No frontal face detected",
}

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face_verification_api's Issues

Error installing requirements

Hi I was going through your repo while researching face recognition. I couldn't run the repo.

I got this error :-
ERROR: Could not find a version that satisfies the requirement opencv_python==3.4.1.15 (from -r requirements.txt (line 6)) (from versions: 3.4.8.29, 3.4.9.31, 3.4.9.33, 3.4.10.35, 4.1.2.30, 4.2.0.32, 4.2.0.34, 4.3.0.36)
ERROR: No matching distribution found for opencv_python==3.4.1.15 (from -r requirements.txt (line 6))

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