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face-recognition's Introduction

Face Recognition

It recognizes face at real time as well as in image with very good accuracy. It consists of FaceNet deep learning model and SVM statistical model. Now, it is built on small database, database consists of 8 people(5 bollywood actors, 2 my brothers and me), but it can be extended easily on large no. of people. It can be used in attendance system, person tagging in the photo and in other related applications by making some modification in it.

test model

- image

- real-time

It shows some lags because my laptop has low configuration.

working

First, The dataset is created by collecting around 15-25 solo photos of each person in different pose, orientation and lighting conditon.Then, faces are extracted from all these photos by using MTCNN library. After that, these face images convert into embeddings representation by using state of the art Facenet-Keras model. Finally, we run SVM classifier to clasify these embeddings into different persons class.

If we want to add new person in the database in future, we can easily done it by following same procedure as above for 1 person.

Dependency

click here to show dependencies

License

Licensed under MIT Licencse

Reference

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