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Speech Emotion Recognition Based on Parallel CNN-Attention Networks with Multi-Fold Data Augmentation
16 references·3 citing·39 second hop
Speech Emotion Recognition Based on Parallel CNN-Attention Networks with Multi-Fold Data Augmentation (2022)Speech Emotion Recognition Based on Paral…Speech Emotion Recognition with Multi-Task Learning (2021)Speech Emotion Recognition wi…Speech emotion recognition based on SVM and KNN classifications fusion (2021)Speech emotion recognition ba…Emotion Recognition from Speech Using wav2vec 2.0 Embeddings (2021)Emotion Recognition from Spee…A Comprehensive Review of Speech Emotion Recognition Systems (2021)A Comprehensive Review of Spe…Speech Sentiment Analysis via Pre-Trained Features from End-to-End ASR Models (2020)Speech Sentiment Analysis via…Speech emotion recognition with deep convolutional neural networks (2020)Speech emotion recognition wi…DNN-HMM-Based Speaker-Adaptive Emotion Recognition Using MFCC and Epoch-Based Features (2020)DNN-HMM-Based Speaker-Adaptiv…Speech Emotion Recognition Using Deep Learning Techniques: A Review (2019)Speech Emotion Recognition Us…Speech Emotion Classification Using Attention-Based LSTM (2019)Speech Emotion Classification…Convolutional Neural Network (CNN) Based Speech-Emotion Recognition (2019)Convolutional Neural Network …The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English (2018)The Ryerson Audio-Visual Data…Speech emotion recognition with deep learning (2017)Speech emotion recognition wi…Automatic speech emotion recognition using recurrent neural networks with local attention (2017)Automatic speech emotion reco…Emotion Communication System (2016)Emotion Communication SystemImplementation and Comparison of Speech Emotion Recognition System Using Gaussian Mixture Model (GMM) and K- Nearest Neighbor (K-NN) Techniques (2015)Implementation and Comparison…Emotion recognition in human-computer interaction (2001)Emotion recognition in human-…Evaluating raw waveforms with deep learning frameworks for speech emotion recognition (2025)Evaluating raw waveforms with…Analyzing the influence of different speech data corpora and speech features on speech emotion recognition: A review (2024)Analyzing the influence of di…A Deep Learning Approach for Speech Emotion Recognition Optimization Using Meta-Learning (2023)A Deep Learning Approach for …The expression of the emotions in man and animals. 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End-to-end speech emotion recognition using a deep convolutional recurrent network (2016)Speech emotion recognition: Emotional models, databases, features, preprocessing methods, supporting modalities, and classifiers (2019)A systematic review on affective computing: emotion models, databases, and recent advances (2022)The Measurement of Observer Agreement for Categorical Data (1977)Intraclass correlations: Uses in assessing rater reliability. (1979)A Guideline of Selecting and Reporting Intraclass Correlation Coefficients for Reliability Research (2016)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Enhancements in Immediate Speech Emotion Detection: Harnessing Prosodic and Spectral Characteristics (2024)Affect Detection: An Interdisciplinary Review of Models, Methods, and Their Applications (2010)The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for Voice Research and Affective Computing (2015)A Review on Speech Emotion Recognition Using Deep Learning and Attention Mechanism (2021)An ensemble 1D-CNN-LSTM-GRU model with data augmentation for speech emotion recognition (2023)Emotion recognition from unimodal to multimodal analysis: A review (2023)Affective Computing (1997)What are emotions? And how can they be measured? (2005)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)Clustering-Based Speech Emotion Recognition by Incorporating Learned Features and Deep BiLSTM (2020)A database of German emotional speech (2005)Multimodal Emotion Recognition with Deep Learning: Advancements, challenges, and future directions (2023)Survey on speech emotion recognition: Features, classification schemes, and databases (2010)A systematic literature review of speech emotion recognition approaches (2022)Speech Emotion Recognition Based on Multiple Acoustic Features and Deep Convolutional Neural Network (2023)Analysis of Emotionally Salient Aspects of Fundamental Frequency for Emotion Detection (2009)Emotion recognition from speech: a review (2012)Speech emotion recognition based on DNN-decision tree SVM model (2019)Learning multi-scale features for speech emotion recognition with connection attention mechanism (2022)Multimodal Emotion Recognition on RAVDESS Dataset Using Transfer Learning (2021)Exploring Wav2vec 2.0 Fine Tuning for Improved Speech Emotion Recognition (2023)
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References

  • 2001Emotion recognition in human-computer interaction2,610 cited
  • 2018The Ryerson Audio-Visual Database of Emotional Speech and Song (RAVDESS): A dynamic, multimodal set of facial and vocal expressions in North American English1,898 cited
  • 2017Automatic speech emotion recognition using recurrent neural networks with local attention769 cited
  • 2019Speech Emotion Recognition Using Deep Learning Techniques: A Review689 cited
  • 2020Speech emotion recognition with deep convolutional neural networks621 cited
  • 2021Emotion Recognition from Speech Using wav2vec 2.0 Embeddings388 cited
  • 2021A Comprehensive Review of Speech Emotion Recognition Systems380 cited
  • 2019Speech Emotion Classification Using Attention-Based LSTM282 cited
  • 2016Emotion Communication System150 cited
  • 2015Implementation and Comparison of Speech Emotion Recognition System Using Gaussian Mixture Model (GMM) and K- Nearest Neighbor (K-NN) Techniques127 cited
  • 2021Speech Emotion Recognition with Multi-Task Learning124 cited
  • 2017Speech emotion recognition with deep learning107 cited
  • 2020DNN-HMM-Based Speaker-Adaptive Emotion Recognition Using MFCC and Epoch-Based Features87 cited
  • 2020Speech Sentiment Analysis via Pre-Trained Features from End-to-End ASR Models79 cited

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  • 2021Speech emotion recognition based on SVM and KNN classifications fusion78 cited
  • 2019Convolutional Neural Network (CNN) Based Speech-Emotion Recognition72 cited
  • Cited by

    • 2023A Deep Learning Approach for Speech Emotion Recognition Optimization Using Meta-Learning33 cited
    • 2025Evaluating raw waveforms with deep learning frameworks for speech emotion recognition33 cited
    • 2024Analyzing the influence of different speech data corpora and speech features on speech emotion recognition: A review32 cited