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A deep analysis on age estimation

Autor
Huerta, I.; Fernandez, C.; Segura, C.; Hernando, J.; Prati, A.
Tipus d'activitat
Article en revista
Revista
Pattern recognition letters
Data de publicació
2015-12-15
Volum
68
Número
2
Pàgina inicial
239
Pàgina final
249
DOI
https://doi.org/10.1016/j.patrec.2015.06.006 Obrir en finestra nova
Repositori
http://hdl.handle.net/2117/83918 Obrir en finestra nova
URL
http://www.sciencedirect.com/science/article/pii/S0167865515001683 Obrir en finestra nova
Resum
The automatic estimation of age from face images is increasingly gaining attention, as it facilitates applications including advanced video surveillance, demographic statistics collection, customer profiling, or search optimization in large databases. Nevertheless, it becomes challenging to estimate age from uncontrollable environments, with insufficient and incomplete training data, dealing with strong person-specificity and high within-range variance. These difficulties have been recently addr...
Citació
Huerta, I., Fernandez, C., Segura, C., Hernando, J., Prati, A. A deep analysis on age estimation. "Pattern recognition letters", 15 Desembre 2015, vol. 68, núm. 2, p. 239-249.
Paraules clau
Age estimation, CCA, DNN, Deep learning, HOG, LBP
Grup de recerca
IDEAI-UPC Intelligent Data Science and Artificial Intelligence
TALP - Centre de Tecnologies i Aplicacions del Llenguatge i la Parla
VEU - Grup de Tractament de la Parla

Participants

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