Robust multimodal emotion recognition under incomplete modalities via transformer conditional variational autoencoders
RMM-TCVAE, a robust MER framework based on a Transformer-based Conditional Variational Autoencoder, combines modality-specific encoders, a conditional Transformer Reconstruction Network for recovering missing modalities, and a Gated Multimodal Fusion Network for adaptive cross-modal integration.