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Artificial Intelligence (5060) Clinical Informatics (2403) Imaging Informatics (514) Machine Learning (3355) Applications of AI (1108)

Published on in Vol 27 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/68942, first published .
Young Black woman with curly hair smiling while looking at her phone and holding a mug

Facial Emotion Recognition of 16 Distinct Emotions From Smartphone Videos: Comparative Study of Machine Learning and Human Performance

Facial Emotion Recognition of 16 Distinct Emotions From Smartphone Videos: Comparative Study of Machine Learning and Human Performance

Authors of this article:

Marie Keinert1 Author Orcid Image ;   Simon Pistrosch2, 3 Author Orcid Image ;   Adria Mallol-Ragolta2, 3 Author Orcid Image ;   Björn W Schuller2, 3, 4, 5 Author Orcid Image ;   Matthias Berking1 Author Orcid Image
Article Authors Cited by (13) Tweetations (1) Metrics

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  1. Hatipoglu Yilmaz B, Yilmaz C, Kose C. EEG-based fusion approaches in multimodal emotion recognition: An in-depth review. Neurocomputing 2026;666:132235 View
  2. He J. Interactive graph emotion recognition based on multi-modal data enhancement. Scientific Reports 2026;16(1) View
  3. Xiang G, Xia J, Wei X, Liang Y, Lin Y, Luo R, Li G, Sui M, Jiang N, Liu Z. Functional Assessment of Hemifacial Spasm Using a Whole-Face Surface Electromyography Electrode Array. IEEE Transactions on Neural Systems and Rehabilitation Engineering 2026;34:1528 View
  4. Meng L, Li M, Sun X. Moderating Roles of the Big Five in Valence–Arousal Dynamics: A TFace-Bi-GRU-SE and CTSEM Study. Information 2026;17(4):334 View
  5. Choi Y, Jang Y, Park E. Video-Centered Multimodal Learning for Non-Invasive Detection of Emotional Workload in Emotional Labor Settings. IEEE Access 2026;14:79922 View
  6. Haque M, Hossain M, Razzaque Z, Robin R, Afrin E, Neha M, Islam S. Explainable binary gender-aware facial emotion recognition via hybrid deep learning and customized visual dataset. Discover Networks 2026;2(1) View
  7. Kumar A, Munugala S, K. K, G. S. Elyssa: A multi-modal framework integrating facial emotion recognition and fine-tuned language models for accessible mental health support. Array 2026;32:101277 View
  8. Yang R, Li M, Zhang Y, Li J. Interactive travel storytelling and audience participation in digital media and immersive tourism platforms. Entertainment Computing 2026;59:101248 View
  9. Zhang Y, Luo J, Liao S, Qin Y. Intelligent homomorphic masking and metadata-enhanced decision support for group psychological counseling using fuzzy-PID controllers. International Journal of System Assurance Engineering and Management 2026 View

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  2. Radharani S, Sistla V, Kolli V. 2026 IEEE Conference on Computer Applications (ICCA). HEViT: A Hybrid Efficient Vision Transformer for Student Attentiveness Detection in Classroom Environments View
  3. Husain S, Rajavat A. 2026 13th International Conference on Computing for Sustainable Global Development (INDIACom). From Handcrafted to Structural Hybridization: A Comprehensive Survey of Hybrid Deep Learning Architectures for Facial Emotion Recognition View
  4. Anshu K, Manchala Y, Sai B, Kumar M, Abijith G, Swain N. 2026 International Conference on Signal, Systems, and Computing for Next-Gen Automation (ICSSCNA). An Intelligent AI-Based Multimodal Platform for Adaptive Interview Simulation and Candidate Assessment View