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Author

B. Bashir

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Review Open access Aug 2026

A Systematic Review of Emotion Recognition: From Unimodal Signals to Multimodal Integration

These findings reveal that multimodal systems, which fuse visual, acoustic, linguistic, linguistic, and physiological signals, consistently outperform unimodal counterparts, achieving accuracy levels above 85% on benchmark datasets.

B. Bashir, Zayyanu Yunusa · 0 citations