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2025	Emotion Recognition from Speech in a Subject-Independent Approach Applied Sciences Andrzej Majkowski, Marcin Kołodziej
2024	Emotion detection from handwriting and drawing samples using an attention-based transformer model PeerJ Computer Science Zohaib Ahmad Khan, Yuanqing Xia, Khursheed Aurangzeb, Fiza Khaliq, Mahmood Alam, Javed Ali Khan, Muhammad Shahid Anwar
2024	Automatic Speech Emotion Recognition: a Systematic Literature Review International Journal of Speech Technology Haidy H. Mustafa, Nagy R. Darwish, Hesham A. Hefny
2024	A Multimodal Driver Anger Recognition Method Based on Context-Awareness IEEE Access Tongqiang Ding, Kexin Zhang, Shuai Gao, Xinning Miao, Jianfeng Xi
2024	Self-supervised Learning for Speech Emotion Recognition Task Using Audio-visual Features and Distil Hubert Model on BAVED and RAVDESS Databases Journal of Systems Science and Systems Engineering Karim Dabbabi, Abdelkarim Mars
2023	Multimodal Emotion Detection via Attention-Based Fusion of Extracted Facial and Speech Features Sensors Dilnoza Mamieva, Akmalbek Bobomirzaevich Abdusalomov, Alpamis Kutlimuratov, Bahodir Muminov, Taeg Keun Whangbo
2023	A Cantonese Audio-Visual Emotional Speech (CAVES) dataset Behavior Research Methods Chee Seng Chong, Chris Davis, Jeesun Kim