Research Article

Unsupervised Domain Adaptation for Facial Expression Recognition Using Generative Adversarial Networks

Table 1

Experiment results of the recognition accuracy on the target dataset.

ModelSource DatasetTarget DatasetSource OnlyOur Result

VGG11FER-2013JAFFE44.60%59.62%
AlexnetFER-2013JAFFE50.70%54.46%
AlexnetFER-2013MMI58.14%61.86%
AlexnetFER-2013CK+71.90%76.58%
AlexnetCK+JAFFE46.94%51.64%
AlexnetJAFFECK+60.33%65.01%