Facial expression recognition with Convolutional Neural Networks: Coping with few data and the training sample order

• Published in: Pattern recognition Vol. 61; pp. 610 - 628
• Main Authors: Lopes, André Teixeira, de Aguiar, Edilson, De Souza, Alberto F., Oliveira-Santos, Thiago
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.01.2017
• Subjects: Computer vision; Convolutional Neural Networks; Expression specific features; Facial expression recognition; Machine learning; Facial expression recognition; Computer vision; Expression specific features; Convolutional Neural Networks; Machine learning

Facial expression recognition has been an active research area in the past 10 years, with growing application areas including avatar animation, neuromarketing and sociable robots. The recognition of facial expressions is not an easy problem for machine learning methods, since people can vary signifi...