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

Zijun Cui, Tengfei Song, Yuru Wang, and Qiang Ji (NeurIPS 2020)

Dependencies

Tensorflow

Datasets

• BP4D (http://www.cs.binghamton.edu/~lijun/Research/3DFE/3DFE_Analysis.html)
• CK+ (http://www.jeffcohn.net/Resources/)
• MMI (https://mmifacedb.eu/)
• EmotioNet (http://cbcsl.ece.ohio-state.edu/EmotionNetChallenge/index.html)

Hyper-parameter Setting

learning rate r=0.0005
γ = 0.001
λ_1 = 0.005
λ_2 = 0.001
Maximun number of epoch = 100

To run the code

python main_ThreeModel_Training.py

Contact

[email protected]