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SYMPHONIA-Enhanced Multimodal Emotion Recognition with Dual-Branch Dynamic Attention and Hierarchical Adaptive Fusion

Akmalbek Abdusalomov Mukhriddin Mukhiddinov Kamola Abdurashidova Alpamis Kutlimuratov Avazjon Marakhimov Kuanishbay Seytnazarov Young-Im Cho

Computers, Materials & Continua2026，Vol.88Issue(7)：P.1786-1807,22.

Computers, Materials & Continua2026，Vol.88Issue(7)：P.1786-1807,22.DOI:10.32604/cmc.2026.077057

SYMPHONIA-Enhanced Multimodal Emotion Recognition with Dual-Branch Dynamic Attention and Hierarchical Adaptive Fusion

Akmalbek Abdusalomov ¹Mukhriddin Mukhiddinov ²Kamola Abdurashidova ³Alpamis Kutlimuratov ⁴Avazjon Marakhimov ⁵Kuanishbay Seytnazarov ⁶Young-Im Cho¹

作者信息

1. Department of Computer Engineering,Gachon University Sujeong-Gu,Seongnam-si,Gyeonggi-Do,Republic of Korea
2. Department of Computer Systems,Tashkent University of Information Technologies Named after Muhammad Al-Khwarizmi,Tashkent,Uzbekistan Department of Industrial Management and Digital Technologies,Nordic International University,Tashkent,Uzbekistan
3. Department of Computer Systems,Tashkent University of Information Technologies Named after Muhammad Al-Khwarizmi,Tashkent,Uzbekistan
4. Department of Applied Informatics,Kimyo International University in Tashkent,Tashkent,Uzbekistan
5. Department of Information Processing and Management Systems,Tashkent State Technical University,Tashkent,Uzbekistan
6. Department of General Education Disciplines and Distance Education,Nukus State Pedagogical Institute Named after Ajiniyaz,Nukus,Uzbekistan
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摘要

关键词

Multimodal emotion recognition/RoBERTa/cross-modal attention/graph neural networks/contrastive learning/adaptive fusion/temporal modeling/affective computing/context-aware representation

分类

信息技术与安全科学

引用本文复制引用

Akmalbek Abdusalomov,Mukhriddin Mukhiddinov,Kamola Abdurashidova,Alpamis Kutlimuratov,Avazjon Marakhimov,Kuanishbay Seytnazarov,Young-Im Cho..SYMPHONIA-Enhanced Multimodal Emotion Recognition with Dual-Branch Dynamic Attention and Hierarchical Adaptive Fusion[J].Computers, Materials & Continua,2026,88(7):P.1786-1807,22.

基金项目

funded by the Korea Agency for Technology and Standards in 2022,project numbers 1415181629(20022340,Development of International Standard Technologies Based on AI Model Lightweighting Technologies). （20022340,Development of International Standard Technologies Based on AI Model Lightweighting Technologies）

Computers, Materials & Continua

ISSN：1546-2218

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