Dynamic Probabilistic Graph Convolution for Facial Action Unit Intensity Estimation

no code implementations • CVPR 2021 • Tengfei Song, Zijun Cui, Yuru Wang, Wenming Zheng, Qiang Ji

Second, we introduce probabilistic graph convolution that allows to perform graph convolution on the distribution of Bayesian Network structure to extract AU structural features.

Hybrid Message Passing With Performance-Driven Structures for Facial Action Unit Detection

no code implementations • CVPR 2021 • Tengfei Song, Zijun Cui, Wenming Zheng, Qiang Ji

In this paper, we propose a novel hybrid message passing neural network with performance-driven structures (HMP-PS), which combines complementary message passing methods and captures more possible structures in a Bayesian manner.

Action Unit Detection Facial Action Unit Detection

Knowledge Augmented Deep Neural Networks for Joint Facial Expression and Action Unit Recognition

no code implementations • NeurIPS 2020 • Zijun Cui, Tengfei Song, Yuru Wang, Qiang Ji

This paper proposes to systematically capture their dependencies and incorporate them into a deep learning framework for joint facial expression recognition and action unit detection.

Action Unit Detection Anatomy +2