Pubface: Celebrity face identification based on deep learning
In this paper, we describe a new real time application called PubFace, which allows to recognize celebrities in public spaces by employs a new pose invariant face recognition deep neural network algorithm with an extremely low error rate. To build this application, we make the following contribution...
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Veröffentlicht in: | IOP conference series. Materials Science and Engineering 2018-05, Vol.353 (1), p.12022 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | In this paper, we describe a new real time application called PubFace, which allows to recognize celebrities in public spaces by employs a new pose invariant face recognition deep neural network algorithm with an extremely low error rate. To build this application, we make the following contributions: firstly, we build a novel dataset with over five million faces labelled. Secondly, we fine tuning the deep convolutional neural network (CNN) VGG-16 architecture on our new dataset that we have built. Finally, we deploy this model on the Raspberry Pi 3 model B using the OpenCv dnn module (OpenCV 3.3). |
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ISSN: | 1757-8981 1757-899X |
DOI: | 10.1088/1757-899X/353/1/012022 |