MIDAS: A multimodal interview-based framework for depression assessment from clinical interviews.
MIDAS is presented, an interview-aware multimodal framework that preserves the question-response structure of clinical interviews for depression assessment and integrates linguistic, acoustic, and visual-behavioral representations through gated multimodal fusion and shared large language model-based contextual modeling...