Emotion-BIND for multimodal emotion recognition and reasoning.
Empir-BIND is presented, a multimodal framework that integrates ImageBind-based representations with a differentiated positional encoding strategy, termed m-ROPE, and applies 2D RoPE to image representations and 3D RoPE to video representations, supporting multimodal spatial and temporal modeling.