Transformer With Decoupled Self-Attention Regularization for Age-Unbiased Facial Expression Recognition
A novel bias-mitigation method that decouples and regularizes age- and emotion-related components within the self-attention mechanism of Transformer to reduce age-related bias and enhance age-invariant emotion separation is proposed.