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Shoukang Han

3 accepted papers

2024

Fusing Modality-Specific Representations and Decisions for Multimodal Emotion Recognition

ICASSP 2024accepted

Multimodal emotion recognition (MER) is important for building humanoid chatbots and has gained increasing attention in recent years. Existing studies have proven that extracting better modality-specific representations, which keep both commonality and individuality information of different modaliti…

Cited by 0SourceScholar
2024

RedCore: Relative Advantage Aware Cross-Modal Representation Learning for Missing Modalities with Imbalanced Missing Rates

AAAI 2024technical

Multimodal learning is susceptible to modality missing, which poses a major obstacle for its practical applications and, thus, invigorates increasing research interest. In this paper, we investigate two challenging problems: 1) when modality missing exists in the training data, how to exploit the in…

2023

Layer-wise Fusion with Modality Independence Modeling for Multi-modal Emotion Recognition

ACL 2023long

Multi-modal emotion recognition has gained increasing attention in recent years due to its widespread applications and the advances in multi-modal learning approaches. However, previous studies primarily focus on developing models that exploit the unification of multiple modalities. In this paper, w…