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This paper is in the following e-collection/theme issue:

Reviews in Digital Mental Health (527) Methods and New Tools in Mental Health Research (866) Diagnostic Tools in Mental Health (415) Machine Learning (3036) Artificial Intelligence (4526) Computer-Aided Diagnosis (403) Affective Computing (31) Voice Phenotyping and Vocal Biomarkers (32)

Published on in Vol 12 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/74260, first published .
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Speech Emotion Recognition in Mental Health: Systematic Review of Voice-Based Applications

Speech Emotion Recognition in Mental Health: Systematic Review of Voice-Based Applications

Authors of this article:

Eric Jordan1 Author Orcid Image ;   Raphaël Terrisse2, 3 Author Orcid Image ;   Valeria Lucarini4, 5 Author Orcid Image ;   Motasem Alrahabi1 Author Orcid Image ;   Marie-Odile Krebs4, 5 Author Orcid Image ;   Julien Desclés4 Author Orcid Image ;   Christophe Lemey2, 3, 6 Author Orcid Image
Article Authors Cited by (8) Tweetations Metrics

Journals

  1. Lombardo C, Esposito G, Carbone S, Serrano S, Mento C. Speech analysis and speech emotion recognition in mental disease: a scoping review. Frontiers in Psychology 2025;16 View
  2. Salturk S, Pamukcu T, Kahraman N. Contactless biometric verification from in-air signatures using deep siamese networks. Scientific Reports 2026;16(1) View
  3. Ryumina E, Axyonov A, Koryakovskaya D, Abdulkadirov T, Egorova A, Fedchin S, Zaburdaev A, Ryumin D. SSL-MEPR: A Semi-Supervised Multi-Task Cross-Domain Learning Framework for Multimodal Emotion and Personality Recognition. Machine Learning and Knowledge Extraction 2026;8(3):56 View
  4. Fushimi S, Azani M, Chiba M, Okada Y. Beyond Short-Frame Acoustic Features: Capturing Long-Term Speech Patterns for Depression Detection. Technologies 2026;14(4):198 View
  5. Alabbad M, Alhoshan W. Automatic Speech Recognition in Healthcare in the Post-LLM Era: A Scoping Review. Healthcare 2026;14(10):1333 View
  6. Kang J. Just-in-Time Adaptive Interventions in Digital Mental Health Care: A Framework for Psychiatric Conditions. IEEE Access 2026;14:78026 View

Books/Policy Documents

  1. Ezzameli K, Mahersia H. Advanced Information Networking and Applications. View

Conference Proceedings

  1. Popescu V, Giurgiu M. 2026 IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR). Hybrid 1D-2D Deep CRNN Ensemble with Feature Selection for Cross-Corpus Robust Speech Emotion Recognition View