3 papers
cs.LG2026
Leveraging Self-Paced Curriculum Learning for Enhanced Modality Balance in Multimodal Conversational Emotion Recognition
Phuong-Anh Nguyen, The-Son Le, Duc-Trong Le +1
Multimodal Emotion Recognition in Conversations (MERC) is a crucial task for understanding human interactions, where multimodal approaches integrating language, facial expressions,…
cs.MM2024
Ada2I: Enhancing Modality Balance for Multimodal Conversational Emotion Recognition
Cam-Van Thi Nguyen, The-Son Le, Anh-Tuan Mai +1
Multimodal Emotion Recognition in Conversations (ERC) is a typical multimodal learning task in exploiting various data modalities concurrently. Prior studies on effective multimoda…
cs.CL2023
Conversation Understanding using Relational Temporal Graph Neural Networks with Auxiliary Cross-Modality Interaction
Cam-Van Thi Nguyen, Anh-Tuan Mai, The-Son Le +2
Emotion recognition is a crucial task for human conversation understanding. It becomes more challenging with the notion of multimodal data, e.g., language, voice, and facial expres…