Face Recognition

The three primary face recognition tasks are verification, identification, and watchlist. In verification, the task is to accept or deny the identity claimed by a person. In identification, an image of an unknown person is matched to a gallery of known people. In the watchlist task, a face recognition system must first detect if an individual is on the watchlist. If the individual is on the watchlist, the system must then correctly identify the individual. We address the identification task. Due to the availability of large amounts of data acquired in a variety of conditions, robust techniques to handle uncontrolled acquisition conditions, small and scalable sample sizes to large gallery sizes are desirable.

Softwares

Related Publications

Rafael Henrique Vareto; Samira Santos da Silva; Filipe Oliveira de Costa; William Robson Schwartz

Towards Open-Set Face Recognition using Hashing Functions Inproceedings

In: International Joint Conference on Biometrics (IJCB), pp. 1-8, 2017.

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Rafael Henrique Vareto; Samira Santos da Silva; Filipe Oliveira de Costa; William Robson Schwartz

Face Verification based on Relational Disparity Features and Partial Least Squares Models Inproceedings

In: Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 1-8, 2017.

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Rafael Henrique Vareto; Filipe Oliveira de Costa; William Robson Schwartz

Face Identification in Large Galleries Inproceedings

In: Workshop on Face Processing Applications, pp. 1-4, 2016.

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Cassio Elias Santos dos Junior; Ewa Kijak; Guillaume Gravier; William Robson Schwartz

Partial least squares for face hashing Journal Article

In: Neurocomputing, 213 , pp. 34–47, 2016.

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Cassio Elias Santos dos Junior

Partial Least Squares for Face Hashing Masters Thesis

Federal University of Minas Gerais, 2015.

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Cassio Elias Santos dos Junior; E Kijak; G Gravier; William Robson Schwartz

Learning to Hash Faces Using Large Feature Vectors Inproceedings

In: Content-Based Multimedia Indexing (CBMI), 13th International Workshop on, pp. 1–6, IEEE, 2015.

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Shuowen Hu; Jonghyun Choi; Alex L Chan; William Robson Schwartz

Thermal-to-visible Face Recognition using Partial Least Squares Journal Article

In: Journal of the Optical Society of America A, 32 (3), pp. 431–442, 2015.

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Gerson Paulo de Carlos; Helio Pedrini; William Robson Schwartz

Classification schemes based on Partial Least Squares for face identification Journal Article

In: Journal of Visual Communication and Image Representation, 32 , pp. 170 - 179, 2015, ISSN: 1047-3203.

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Cassio Elias Santos dos Junior; Guillaume Gravier; William Robson Schwartz

SSIG and IRISA at Multimodal Person Discovery Inproceedings

In: Working Notes Proceedings of the MediaEval 2015 Workshop, 2015.

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Cassio Elias Santos dos Junior; William Robson Schwartz

Extending Face Identification to Open-Set Face Recognition Inproceedings

In: Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 1-8, 2014.

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G P Carlos; H Pedrini; William Robson Schwartz

Fast and Scalable Enrollment for Face Identification based on Partial Least Squares Inproceedings

In: IEEE International Conference on Automatic Face and Gesture Recognition, 2013.

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Giovani Chiachia; Nicolas Pinto; William Robson Schwartz; Anderson Rocha; Alexandre X Falc~ao; David D Cox

Person-Specific Subspace Analysis for Unconstrained Familiar Face Identification. Inproceedings

In: BMVC, pp. 1–12, 2012.

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William Robson Schwartz; Huimin Guo; Jonghyun Choi; Larry S Davis

Face identification using large feature sets Journal Article

In: Image Processing, IEEE Transactions on, 21 (4), pp. 2245–2255, 2012.

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J Choi; H Guo; William Robson Schwartz; L S Davis

A Complementary Local Feature Descriptor for Face Identification Inproceedings

In: IEEE Workshop on Applications of Computer Vision, pp. 121-128, 2012.

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H Guo; William Robson Schwartz; L S Davis

Face Verification using Large Feature Sets and One Shot Similarity Inproceedings

In: International Joint Conference on Biometrics, 2011.

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William Robson Schwartz; H Guo; L S Davis

A Robust and Scalable Approach to Face Identification Inproceedings

In: European Conference on Computer Vision, pp. 476-489, 2010.

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