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facerecognition's Introduction

FaceRecognition

Face Recognition based on facenet and mtcnn

demo picture

image

Inspiration

The code was heavily inspired by facenet projects : https://github.com/davidsandberg/facenet

How to train my datasets?

Maybe you want to automatically categorize your private photo collection. Or you have a security camera that you want to automatically recognize the members of your family. Then it's likely that you would like to train a classifier on your own dataset. In this case classifier.py program can be used also for this.In this example the 5 first images of each class was used for training and the next 5 images was used for testing.

further detail:https://github.com/davidsandberg/facenet/wiki/Train-a-classifier-on-own-images

How to run?

1,Install Dependencies 1.tensorflow 2.opencv with python ,ect..

2,dowanload the pre-trained model from followde web: https://drive.google.com/file/d/1EXPBSXwTaqrSC0OhUdXNmKSh9qJUQ55-/view. then save it to fold named model_checkpoints.

3,train yourself classifier.

4,run real_time_face_recognition.py and use two model mentioned above. one of them is facenet pre-train model which download via web,and anther is SVM model we trained for classify the face embedding. if you want face recongnition in real time or run image_recognition.py if you just want a picture test.

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