Research map: Neuroinformed spectro-temporal-spatial attention with bi-hemispheric learning for EEG emotion recognition

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  1. DEAP: A Database for Emotion Analysis ;Using Physiological Signals · Sander Koelstra · 2011 · 5084 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. EEGNet: a compact convolutional neural network for EEG-based brain–computer interfaces · Vernon J Lawhern · 2018 · 4748 citations · Cited by this paper
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  5. Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks · Wei‐Long Zheng · 2015 · 2617 citations · Cited by this paper
  6. Simulation-driven deep learning for the diagnosis of middle ear pathologies using wideband acoustic immittance · 2026 · Related
  7. Approach-withdrawal and cerebral asymmetry: Emotional expression and brain physiology: I. · Richard J. Davidson · 1990 · 1624 citations · Cited by this paper
  8. Unsupervised machine learning-assisted multimodal characterization of cardiomyocytes on a thin-film-transistor microelectrode array (TFT-MEA) · 2026 · Related
  9. DREAMER: A Database for Emotion Recognition Through EEG and ECG Signals From Wireless Low-cost Off-the-Shelf Devices · Stamos Katsigiannis · 2017 · 1122 citations · Cited by this paper
  10. Exploration on early diagnosis of cerebral hemorrhage: a new method based on a portable sensor using vortex damping technology · 2026 · Related
  11. Emotion recognition system using short-term monitoring of physiological signals · Kyung Hwan Kim · 2004 · 948 citations · Cited by this paper
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  13. Emotional state classification from EEG data using machine learning approach · Xiao‐Wei Wang · 2013 · 757 citations · Cited by this paper
  14. Evaluation of revised TRS398 dosimetry protocol for pencil beam scanning proton therapy systems · 2026 · Related
  15. Emotion and Affective Style: Hemispheric Substrates · Richard J. Davidson · 1992 · 738 citations · Cited by this paper
  16. Extracting ventilatory waveforms from screen recordings: a validated image processing methodology and its application to predictive modelling · 2026 · Related
  17. Functional localization and lateralization of human olfactory cortex · Robert J. Zatorre · 1992 · 689 citations · Cited by this paper
  18. Morphological bias of the MNI152 brain · 2026 · Related
  19. Emotion Recognition based on EEG using LSTM Recurrent Neural Network · Salma Alhagry · 2017 · 655 citations · Cited by this paper
  20. Design and optimization of deep learning model based on multimodal data fusion for dynamic mental health assessment · 2026 · Related
  21. EEG-Based Emotion Recognition via Channel-Wise Attention and Self Attention · Wei Tao · 2020 · 584 citations · Cited by this paper
  22. EEG emotion recognition using fusion model of graph convolutional neural networks and LSTM · Yongqiang Yin · 2020 · 474 citations · Cited by this paper
  23. Human emotion recognition from EEG-based brain–computer interface using machine learning: a comprehensive review · Essam Halim Houssein · 2022 · 428 citations · Cited by this paper
  24. A Bi-Hemisphere Domain Adversarial Neural Network Model for EEG Emotion Recognition · Yang Li · 2018 · 398 citations · Cited by this paper
  25. Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition · Jinpeng Li · 2017 · 346 citations · Cited by this paper
  26. Differing emotional response from right and left hemispheres · Stuart J. Dimond · 1976 · 262 citations · Cited by this paper
  27. A Novel Emotion Elicitation Index Using Frontal Brain Asymmetry for Enhanced EEG-Based Emotion Recognition · Panagiotis C. Petrantonakis · 2011 · 230 citations · Cited by this paper
  28. SparseDGCNN: Recognizing Emotion From Multichannel EEG Signals · Guanhua Zhang · 2021 · 186 citations · Cited by this paper
  29. Differences first in asymmetric brain: A bi-hemisphere discrepancy convolutional neural network for EEG emotion recognition · Dongmin Huang · 2021 · 166 citations · Cited by this paper
  30. Ten challenges for EEG-based affective computing · Xin Hu · 2019 · 111 citations · Cited by this paper
  31. EEG-Deformer: A Dense Convolutional Transformer for Brain-Computer Interfaces · Yi Ding · 2024 · 101 citations · Cited by this paper
  32. EESCN: A novel spiking neural network method for EEG-based emotion recognition · Feifan Xu · 2023 · 83 citations · Cited by this paper
  33. Residual GCB-Net: Residual Graph Convolutional Broad Network on Emotion Recognition · Qilin Li · 2022 · 81 citations · Cited by this paper
  34. AMDET: Attention Based Multiple Dimensions EEG Transformer for Emotion Recognition · Yongling Xu · 2023 · 80 citations · Cited by this paper
  35. EEG-based affective state recognition from human brain signals by using Hjorth-activity · Raja Majid Mehmood · 2022 · 49 citations · Cited by this paper
  36. A novel caps-EEGNet combined with channel selection for EEG-based emotion recognition · Kun Chen · 2023 · 43 citations · Cited by this paper
  37. Bi-hemisphere asymmetric attention network: recognizing emotion from EEG signals based on the transformer · Xinyue Zhong · 2022 · 42 citations · Cited by this paper
  38. EEG emotion recognition based on the TimesNet fusion model · Luyao Han · 2024 · 40 citations · Cited by this paper
  39. Recognizing Emotional States With Wearables While Playing a Serious Game · Dillam Jossue Diaz Romero · 2021 · 35 citations · Cited by this paper

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