Deep learning vs. kernel methods: Performance for emotion prediction in videos

• Published in: International Conference on Affective Computing and Intelligent Interaction and workshops pp. 77 - 83
• Main Authors: Baveye, Yoann, Dellandrea, Emmanuel, Chamaret, Christel, Liming Chen
• Format: Conference Proceeding Journal Article
• Language: English
• Published: IEEE 01.09.2015
• Subjects: affective computing; benchmarking; Computation; Computational modeling; Conferences; continuous emotion prediction; Correlation; deep learning; Emotions; Hidden Markov models; Kernel; Learning; Licenses; Machine learning; Mathematical models; Motion pictures; Neural networks; Regression; Videos

Recently, mainly due to the advances of deep learning, the performances in scene and object recognition have been progressing intensively. On the other hand, more subjective recognition tasks, such as emotion prediction, stagnate at moderate levels. In such context, is it possible to make affective...