Uncertainty-aware Label Distribution Learning for Facial Expression Recognition

1 code implementation • 21 Sep 2022 • Nhat Le, Khanh Nguyen, Quang Tran, Erman Tjiputra, Bac Le, Anh Nguyen

In this paper, we propose a new uncertainty-aware label distribution learning method to improve the robustness of deep models against uncertainty and ambiguity.

Facial Expression Recognition Facial Expression Recognition (FER)

Global-Local Attention for Emotion Recognition

1 code implementation • 7 Nov 2021 • Nhat Le, Khanh Nguyen, Anh Nguyen, Bac Le

Our network is designed to extract features from both facial and context regions independently, then learn them together using the attention module.

Emotion Recognition

Attention Gate in Traffic Forecasting

no code implementations • 27 Sep 2021 • Anh Lam, Anh Nguyen, Bac Le

An attention gates filter features from the contraction path before combining with features on the expansion path, it enables our model to reduce the effect of non-traffic region features and focus more on crucial region features.

Semi-Supervised Adversarial Discriminative Domain Adaptation

1 code implementation • 27 Sep 2021 • Thai-Vu Nguyen, Anh Nguyen, Nghia Le, Bac Le

Domain adaptation is a potential method to train a powerful deep neural network, which can handle the absence of labeled data.

Domain Adaptation Emotion Recognition