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Automatic semantic face recognition

Almudhahka, Nawaf, Yousef, Nixon, Mark and Hare, Jonathon (2017) Automatic semantic face recognition At The 12th IEEE International Conference on Automatic Face and Gesture Recognition, Washington, United States. 30 May - 03 Jun 2017.

Record type: Conference or Workshop Item (Paper)

Abstract

Recent expansion in surveillance systems has motivated research in soft biometrics that enable the unconstrained recognition of human faces. Comparative soft biometrics show superior recognition performance than categorical soft biometrics and have been the focus of several studies which have highlighted their ability for recognition and retrieval in constrained and unconstrained environments. These studies, however, only addressed face recognition for retrieval using human generated attributes, posing a question about the feasibility of automatically generating comparative labels from facial images. In this paper, we propose an approach for the automatic comparative labelling of facial soft biometrics. Furthermore, we investigate unconstrained human face recognition using these comparative soft biometrics in a human labelled gallery (and vice versa). Using a subset from the LFW dataset, our experiments show the efficacy of the automatic generation of comparative facial labels, highlighting the potential extensibility of the approach to other face recognition scenarios and larger ranges of attributes.

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More information

Accepted/In Press date: 23 January 2017
Venue - Dates: The 12th IEEE International Conference on Automatic Face and Gesture Recognition, Washington, United States, 2017-05-30 - 2017-06-03
Keywords: Face Recognition, soft biometrics, Attributes
Organisations: Vision, Learning and Control, Electronics & Computer Science

Identifiers

Local EPrints ID: 410731
URI: http://eprints.soton.ac.uk/id/eprint/410731
PURE UUID: 461a6c69-d40d-4388-8d7b-14ce0b20a2ac
ORCID for Jonathon Hare: ORCID iD orcid.org/0000-0003-2921-4283

Catalogue record

Date deposited: 09 Jun 2017 09:31
Last modified: 18 Jul 2017 04:02

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Contributors

Author: Nawaf, Yousef Almudhahka
Author: Mark Nixon
Author: Jonathon Hare ORCID iD

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