Research map: Design and optimization of deep learning model based on multimodal data fusion for dynamic mental health assessment

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Papers in this map

  1. Multimodal deep learning for biomedical data fusion: a review · Sören Richard Stahlschmidt · 2021 · 747 citations · Cited by this paper
  2. Technical note: clinical real-time multi-target, 3D-motion tracking radiation delivery on a magnetic resonance linear accelerator · 2026 · Related
  3. Multimodal data fusion for cancer biomarker discovery with deep learning · Sandra Steyaert · 2023 · 400 citations · Cited by this paper
  4. Neuroinformed spectro-temporal-spatial attention with bi-hemispheric learning for EEG emotion recognition · 2026 · Related
  5. A Review on Methods and Applications in Multimodal Deep Learning · Summaira Jabeen · 2022 · 196 citations · Cited by this paper
  6. A verification-oriented review of reaction-enhanced radiotherapy: linking nuclear data, transport modeling, and measurable observables · 2026 · Related
  7. Artificial intelligence and multimodal data fusion for smart healthcare: topic modeling and bibliometrics · Xieling Chen · 2024 · 117 citations · Cited by this paper
  8. Simulation-driven deep learning for the diagnosis of middle ear pathologies using wideband acoustic immittance · 2026 · Related
  9. Real-time emotional health detection using fine-tuned transfer networks with multimodal fusion · Aditi Sharma · 2022 · 70 citations · Cited by this paper
  10. Unsupervised machine learning-assisted multimodal characterization of cardiomyocytes on a thin-film-transistor microelectrode array (TFT-MEA) · 2026 · Related
  11. Multimodal Educational Data Fusion for Students’ Mental Health Detection · Teng Guo · 2022 · 68 citations · Cited by this paper
  12. Exploration on early diagnosis of cerebral hemorrhage: a new method based on a portable sensor using vortex damping technology · 2026 · Related
  13. RustQNet: Multimodal deep learning for quantitative inversion of wheat stripe rust disease index · Jie Deng · 2024 · 66 citations · Cited by this paper
  14. Reliability and reproducibility of piezoelectric-derived local brachial pulse wave velocity measurement and pressure normalization · 2026 · Related
  15. A scoping review on multimodal deep learning in biomedical images and texts · Zhaoyi Sun · 2023 · 62 citations · Cited by this paper
  16. Evaluation of revised TRS398 dosimetry protocol for pencil beam scanning proton therapy systems · 2026 · Related
  17. Real-time mental stress detection using multimodality expressions with a deep learning framework · Jing Zhang · 2022 · 60 citations · Cited by this paper
  18. Extracting ventilatory waveforms from screen recordings: a validated image processing methodology and its application to predictive modelling · 2026 · Related
  19. Attention-Like Multimodality Fusion With Data Augmentation for Diagnosis of Mental Disorders Using MRI · Rui Liu · 2022 · 51 citations · Cited by this paper
  20. Morphological bias of the MNI152 brain · 2026 · Related
  21. An auto-encoder based LSTM model for prediction of ambient noise levels · Shashi Kant Tiwari · 2022 · 40 citations · Cited by this paper
  22. Schizo-Net: A novel Schizophrenia Diagnosis Framework Using Late Fusion Multimodal Deep Learning on Electroencephalogram-Based Brain Connectivity Indices · Nitin Grover · 2023 · 40 citations · Cited by this paper
  23. Multi-modal fusion learning through biosignal, audio, and visual content for detection of mental stress · Gulin Dogan · 2023 · 39 citations · Cited by this paper
  24. A hybrid deep leaning model for prediction and parametric sensitivity analysis of noise annoyance · Shashi Kant Tiwari · 2023 · 38 citations · Cited by this paper
  25. Multi-Modal Imaging Genetics Data Fusion via a Hypergraph-Based Manifold Regularization: Application to Schizophrenia Study · Yipu Zhang · 2022 · 33 citations · Cited by this paper
  26. A Critical Review of Multimodal-multisensor Analytics for Anxiety Assessment · Hashini Senaratne · 2022 · 26 citations · Cited by this paper
  27. A deep learning approach for mental health quality prediction using functional network connectivity and assessment data · Meenu Ajith · 2024 · 25 citations · Cited by this paper
  28. Deep Learning Based Data Fusion Methods for Multimodal Emotion Recognition · Judith Nkechinyere Njoku · 2022 · 17 citations · Cited by this paper
  29. HealthPrism : A Visual Analytics System for Exploring Children's Physical and Mental Health Profiles with Multimodal Data · Zhihan Jiang · 2023 · 17 citations · Cited by this paper
  30. Common Mental Disorders in Smart City Settings and Use of Multimodal Medical Sensor Fusion to Detect Them · Ahmed M. Alwakeel · 2023 · 12 citations · Cited by this paper
  31. College students’ mental health evaluation model based on tensor fusion network with multimodal data during the COVID-19 pandemic · Qingjun Zhu · 2023 · 6 citations · Cited by this paper
  32. Optimizing Mental Health Diagnostics with Hybrid Deep Learning and Multimodal Data Fusion · Chhaya Nayak · 2025 · 5 citations · Cited by this paper
  33. An automated framework for traffic noise level analysis using explainable artificial intelligence techniques · Rohit Patel · 2025 · 3 citations · Cited by this paper
  34. Dynamic evaluation of college students' psychological state based on multimodal physiological signal fusion and deep generation model · Jing Li · 2025 · 2 citations · Cited by this paper

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