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cs.MM2026
Modality-Aware Contrastive and Uncertainty-Regularized Emotion Recognition
Yan Zhuang, Minhao Liu, Yanru Zhang +2
Multimodal Emotion Recognition (MER) has attracted growing attention with the rapid advancement of human-computer interaction. However, different modalities exhibit substantial dis…
cs.MM2025
TMDC: A Two-Stage Modality Denoising and Complementation Framework for Multimodal Sentiment Analysis with Missing and Noisy Modalities
Yan Zhuang, Minhao Liu, Yanru Zhang +2
Multimodal Sentiment Analysis (MSA) aims to infer human sentiment by integrating information from multiple modalities such as text, audio, and video. In real-world scenarios, howev…