{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/facenet-a-unified-embedding-for-face","title":"FaceNet: A Unified Embedding for Face Recognition and Clustering","arxiv_id":"1503.03832","date":"2015-03-12","proceeding":"CVPR 2015 6","authors":["Florian Schroff","Dmitry Kalenichenko","James Philbin"],"abstract":"Despite significant recent advances in the field of face recognition,\nimplementing face verification and recognition efficiently at scale presents\nserious challenges to current approaches. In this paper we present a system,\ncalled FaceNet, that directly learns a mapping from face images to a compact\nEuclidean space where distances directly correspond to a measure of face\nsimilarity. Once this space has been produced, tasks such as face recognition,\nverification and clustering can be easily implemented using standard techniques\nwith FaceNet embeddings as feature vectors.\n  Our method uses a deep convolutional network trained to directly optimize the\nembedding itself, rather than an intermediate bottleneck layer as in previous\ndeep learning approaches. To train, we use triplets of roughly aligned matching\n/ non-matching face patches generated using a novel online triplet mining\nmethod. The benefit of our approach is much greater representational\nefficiency: we achieve state-of-the-art face recognition performance using only\n128-bytes per face.\n  On the widely used Labeled Faces in the Wild (LFW) dataset, our system\nachieves a new record accuracy of 99.63%. On YouTube Faces DB it achieves\n95.12%. Our system cuts the error rate in comparison to the best published\nresult by 30% on both datasets.\n  We also introduce the concept of harmonic embeddings, and a harmonic triplet\nloss, which describe different versions of face embeddings (produced by\ndifferent networks) that are compatible to each other and allow for direct\ncomparison between each other.","url_abs":"http://arxiv.org/abs/1503.03832v3","url_pdf":"http://arxiv.org/pdf/1503.03832v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 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