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cs.CV2026
A Comprehensive Review of Multimodal Facial State Analysis: Tasks, Methods, and Resources
Xuri Ge, Tianshuo Zhang, Ruihan Li +6
Facial state analysis plays a crucial role in understanding human expressions, psychological modeling, and human computer interaction. Traditional unimodal vision-based methods are…
cs.AI2026
Do We Really Need Multimodal Emotion Language Models Larger Than 1B Parameters?
Kaiwen Zheng, Junchen Fu, Wenhao Deng +3
Recent advances in multimodal large language models (MLLMs) have significantly improved the performance of multimodal emotion recognition (MER) and enabled interpretable descriptio…