Benchmarking Deep Facial Expression Recognition: An Extensive Protocol with Balanced Dataset in the Wild

no code implementations • 6 Nov 2023 • Gianmarco Ipinze Tutuianu, Yang Liu, Ari Alamäki, Janne Kauttonen

Facial expression recognition (FER) is a crucial part of human-computer interaction.

Benchmarking Facial Expression Recognition +3

Uncertain Facial Expression Recognition via Multi-task Assisted Correction

no code implementations • 14 Dec 2022 • Yang Liu, Xingming Zhang, Janne Kauttonen, Guoying Zhao

Specifically, a confidence estimation block and a weighted regularization module are applied to highlight solid samples and suppress uncertain samples in every batch.

Action Unit Detection Facial Expression Recognition +1

Uncertain Label Correction via Auxiliary Action Unit Graphs for Facial Expression Recognition

no code implementations • 23 Apr 2022 • Yang Liu, Xingming Zhang, Janne Kauttonen, Guoying Zhao

High-quality annotated images are significant to deep facial expression recognition (FER) methods.

Facial Expression Recognition Facial Expression Recognition (FER) +1

Deep Learning for Micro-expression Recognition: A Survey

no code implementations • 6 Jul 2021 • Yante Li, Jinsheng Wei, Yang Liu, Janne Kauttonen, Guoying Zhao

In this survey, we provide a comprehensive review of deep micro-expression recognition (MER), including datasets, deep MER pipeline, and the bench-marking of most influential methods.

Micro Expression Recognition Micro-Expression Recognition