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Comprehensive survey on multimodal emotion detection with advances, challenges, and future directions in pairwise conversations | Synapse
March 3, 2026
Comprehensive survey on multimodal emotion detection with advances, challenges, and future directions in pairwise conversations
SC
Sireesha Chittepu
SM
Sheshikala Martha
DB
Debajyoty Banik
Key Points
Emotion detection systems utilize various data sources to analyze sentiments, enhancing communication understanding.
Key advancements include improved algorithms that analyze voice, facial expression, and text simultaneously.
Survey findings outline ongoing challenges in accuracy and real-time processing for effective application in technology.
Future directions suggest a need for integrated systems that can seamlessly combine different modalities for better results.
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Chittepu et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75ad3c6e9836116a21297
https://doi.org/https://doi.org/10.1007/s10339-026-01330-y