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Pubface: Celebrity face identification based on deep learning
| Content Provider | Scilit |
|---|---|
| Author | Ouanan, H. Ouanan, M. Aksasse, B. |
| Copyright Year | 2018 |
| Description | Journal: Iop Conference Series: Materials Science and Engineering 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). |
| Related Links | http://iopscience.iop.org/article/10.1088/1757-899X/353/1/012022/pdf |
| ISSN | 17578981 |
| e-ISSN | 1757899X |
| DOI | 10.1088/1757-899x/353/1/012022 |
| Journal | Iop Conference Series: Materials Science and Engineering |
| Issue Number | 1 |
| Volume Number | 353 |
| Language | English |
| Publisher | IOP Publishing |
| Publisher Date | 2018-05-16 |
| Access Restriction | Open |
| Subject Keyword | Journal: Iop Conference Series: Materials Science and Engineering Neural Network Algorithm |
| Content Type | Text |
| Resource Type | Article |