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Learning CNN features from DE features for EEG-based emotion recognition

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References

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2018Data Augmentation for EEG-Based Emotion Recognition with Deep Convolutional Neural Networks

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256 cited

2016Emotion recognition from EEG signals by using multivariate empirical mode decomposition243 cited

Cited by

2022GANSER: A Self-Supervised Data Augmentation Framework for EEG-Based Emotion Recognition154 cited
2025A review on EEG-based multimodal learning for emotion recognition127 cited
2023GLFANet: A global to local feature aggregation network for EEG emotion recognition116 cited
2023Self-Supervised EEG Emotion Recognition Models Based on CNN110 cited
2024A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications90 cited
2021Two-Level Domain Adaptation Neural Network for EEG-Based Emotion Recognition89 cited
2023EEG-based cross-subject emotion recognition using multi-source domain transfer learning80 cited
2020Physiological-signal-based emotion recognition: An odyssey from methodology to philosophy78 cited
2021Deep BiLSTM neural network model for emotion detection using cross-dataset approach73 cited
2022A Novel DE-CNN-BiLSTM Multi-Fusion Model for EEG Emotion Recognition68 cited
2024Toward cross-subject and cross-session generalization in EEG-based emotion recognition: Systematic review, taxonomy, and methods61 cited
2022A multiple frequency bands parallel spatial–temporal 3D deep residual learning framework for EEG-based emotion recognition58 cited
2023Bi-Branch Vision Transformer Network for EEG Emotion Recognition56 cited
2023A systematic literature review of emotion recognition using EEG signals54 cited
2020Video‐triggered EEG‐emotion public databases and current methods: A survey53 cited
2023STILN: A novel spatial-temporal information learning network for EEG-based emotion recognition49 cited