Our ultimate training goal is to minimize the loss function with parameters θ = {θ f , θ y , θ g , θ } as follow: Whereλ 1 , λ 2 and λ 3 are the weight parameters to balance the importance of losses between the emotion detection and the two personal attribute discriminators.
moreover, the adversarial discriminators are much more effective than the attention mechanisms.