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Tensorflow Face Recognition

Pipeline

Image -> FaceDetection -> CroppedFace -> FaceRecognition -> Descriptor(128D) -> FaceClassifier -> Name

FaceDetection(mobilenetSSD)

A mobilenet SSD(single shot multibox detector) based face detector with pretrained model provided. Ref. https://github.com/yeephycho/tensorflow-face-detection

FaceRecognition(FaceNet)

TensorFlow implementation of the face recognizer described in the paper "FaceNet: A Unified Embedding for Face Recognition and Clustering". Ref. https://github.com/davidsandberg/facenet

FaceClassification(kNN, SVM)

Classify the features generated by FaceNet with kNN or SVM.

Result

Recognition result

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Face detection and recognition with tensorflow and FaceNet

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  • Python 100.0%