Face Recognition

Face Recognition

The three primary face recognition tasks are verification, identification, and watch list. 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 watch list task, a face recognition system must first detect if an individual is on the watch list. If the individual is on the watch list, 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, techniques that are robust to uncontrolled acquisition conditions, handle small sample sizes, and scalable to large gallery sizes are desirable.

 

Software

 

Master’s Theses

Cassio Elias dos Santos Junior (2015): Partial Least Squares for Face Hashing. Federal University of Minas Gerais, 2015. (Type: Mastersthesis | Abstract | BibTeX | Links: )

 

Publications

1.Vareto, Rafael; Silva, Samira; Costa, Filipe; Schwartz, William Robson (2017): Towards Open-Set Face Recognition using Hashing Functions. In: International Joint Conference on Biometrics (IJCB), pp. 1-8, 2017. (Type: Inproceeding | Links | BibTeX)
2.Vareto, Rafael Henrique; Silva, Samira Santos da; Costa, Filipe de Oliveira; Schwartz, William Robson (2017): Face Verification based on Relational Disparity Features and Partial Least Squares Models. In: Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 1-8, 2017. (Type: Inproceeding | Links | BibTeX)
3.Vareto, R. H.; Costa, F.; Schwartz, William Robson (2016): Face Identification in Large Galleries. In: Workshop on Face Processing Applications, pp. 1-4, 2016. (Type: Inproceeding | Links | BibTeX)
4.Jr., Cassio E. dos Santos; Kijak, Ewa; Gravier, Guillaume; Schwartz, William Robson (2016): Partial least squares for face hashing. In: Neurocomputing, 213 pp. 34–47, 2016. (Type: Article | Links | BibTeX)
5.Junior, Cassio Elias dos Santos (2015): Partial Least Squares for Face Hashing. Federal University of Minas Gerais, 2015. (Type: Mastersthesis | Abstract | Links | BibTeX)
6.Jr., C E Santos; Kijak, E; Gravier, G; Schwartz, W R (2015): Learning to Hash Faces Using Large Feature Vectors. In: Content-Based Multimedia Indexing (CBMI), 13th International Workshop on, pp. 1–6, IEEE, 2015. (Type: Inproceeding | Links | BibTeX)
7.Hu, Shuowen; Choi, Jonghyun; Chan, Alex L.; Schwartz, William Robson (2015): Thermal-to-visible Face Recognition using Partial Least Squares. In: Journal of the Optical Society of America A, 32 (3), pp. 431–442, 2015. (Type: Article | Links | BibTeX)
8.Carlos, Gerson de Paulo; Pedrini, Helio; Schwartz, William Robson (2015): Classification schemes based on Partial Least Squares for face identification. In: Journal of Visual Communication and Image Representation, 32 pp. 170 - 179, 2015, ISSN: 1047-3203. (Type: Article | Links | BibTeX)
9.Santos, Cassio E. dos; Gravier, Guillaume; Schwartz, William Robson (2015): SSIG and IRISA at Multimodal Person Discovery. In: Working Notes Proceedings of the MediaEval 2015 Workshop, 2015. (Type: Inproceeding | Links | BibTeX)
10.Jr, C E Santos; Schwartz, W R (2014): Extending Face Identification to Open-Set Face Recognition. In: Conference on Graphics, Patterns and Images (SIBGRAPI), pp. 1-8, 2014. (Type: Inproceeding | Links | BibTeX)
11.Carlos, G. P.; Pedrini, H.; Schwartz, W. R. (2013): Fast and Scalable Enrollment for Face Identification based on Partial Least Squares. In: IEEE International Conference on Automatic Face and Gesture Recognition, 2013. (Type: Inproceeding | Links | BibTeX)
12.Giovani, Chiachia,; Nicolas, Pinto,; Robson, Schwartz, William; Anderson, Rocha,; X, Falc~ao, Alexandre; D, Cox, David (2012): Person-Specific Subspace Analysis for Unconstrained Familiar Face Identification.. In: BMVC, pp. 1–12, 2012. (Type: Inproceeding | Links | BibTeX)
13.Robson, Schwartz, William; Huimin, Guo,; Jonghyun, Choi,; S, Davis, Larry (2012): Face identification using large feature sets. In: Image Processing, IEEE Transactions on, 21 (4), pp. 2245–2255, 2012. (Type: Article | Links | BibTeX)
14.Choi, J.; Guo, H.; Schwartz, W. R.; Davis, L. S. (2012): A Complementary Local Feature Descriptor for Face Identification. In: IEEE Workshop on Applications of Computer Vision, pp. 121-128, 2012. (Type: Inproceeding | Links | BibTeX)
15.Guo, H.; Schwartz, W. R.; Davis, L. S. (2011): Face Verification using Large Feature Sets and One Shot Similarity. In: International Joint Conference on Biometrics, 2011. (Type: Inproceeding | Links | BibTeX)
16.Schwartz, W. R.; Guo, H.; Davis, L. S. (2010): A Robust and Scalable Approach to Face Identification. In: European Conference on Computer Vision, pp. 476-489, 2010. (Type: Inproceeding | Links | BibTeX)