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Speech Emotion Recognition Using Convolution Neural Networks and Multi-Head Convolutional Transformer
16 references·0 citing·35 second hop
Speech Emotion Recognition Using Convolution Neural Networks and Multi-Head Convolutional Transformer (2023)Speech Emotion Recognition Using Convolut…Speech emotion recognition with deep convolutional neural networks (2020)Speech emotion recognition wi…Speech emotion recognition: Emotional models, databases, features, preprocessing methods, supporting modalities, and classifiers (2019)Speech emotion recognition: E…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 (2018)Speech emotion recognitionSpeech emotion recognition using deep 1D & 2D CNN LSTM networks (2018)Speech emotion recognition us…Speech Emotion Recognition Using Deep Convolutional Neural Network and Discriminant Temporal Pyramid Matching (2017)Speech Emotion Recognition Us…Evaluating deep learning architectures for Speech Emotion Recognition (2017)Evaluating deep learning arch…Automatic speech emotion recognition using recurrent neural networks with local attention (2017)Automatic speech emotion reco…Adieu features? End-to-end speech emotion recognition using a deep convolutional recurrent network (2016)Adieu features? End-to-end sp…Speech emotion recognition using deep neural network and extreme learning machine (2014)Speech emotion recognition us…Learning Salient Features for Speech Emotion Recognition Using Convolutional Neural Networks (2014)Learning Salient Features for…Emotion recognition from speech: a review (2012)Emotion recognition from spee…IEMOCAP: interactive emotional dyadic motion capture database (2008)IEMOCAP: interactive emotiona…Toward detecting emotions in spoken dialogs (2005)Toward detecting emotions in …The role of voice quality in communicating emotion, mood and attitude (2003)The role of voice quality in …Speech emotion recognition using hidden Markov models (2003)Speech emotion recognition us…Acoustic profiles in vocal emotion expression. (1996)Assessing agreement on classification tasks: the kappa statistic (1996)Emotion recognition in human-computer interaction (2001)Analysis of emotion recognition using facial expressions, speech and multimodal information (2004)Emotional speech recognition: Resources, features, and methods (2006)Recognising realistic emotions and affect in speech: State of the art and lessons learnt from the first challenge (2011)The phonetic description of voice quality (1980)Vocal affect expression: A review and a model for future research. (1986)Analysis, synthesis, and perception of voice quality variations among female and male talkers (1990)Affective Computing: A Review (2005)The expression of the emotions in man and animals. (1872)Coefficient Alpha and the Internal Structure of Tests (1951)The Hidden Dimension (1973)Affective Computing (1997)A review of affective computing: From unimodal analysis to multimodal fusion (2017)MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations (2019)Survey on speech emotion recognition: Features, classification schemes, and databases (2010)End-to-End Multimodal Emotion Recognition Using Deep Neural Networks (2017)A Concordance Correlation Coefficient to Evaluate Reproducibility (1989)Vocal communication of emotion: A review of research paradigms (2003)The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for Voice Research and Affective Computing (2015)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)A database of German emotional speech (2005)Practical Bayesian Optimization of Machine Learning Algorithms (2012)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)A Comprehensive Review of Speech Emotion Recognition Systems (2021)Deep Learning Techniques for Speech Emotion Recognition, from Databases to Models (2021)Speech Emotion Recognition Using Deep Learning Techniques: A Review (2019)A systematic review on affective computing: emotion models, databases, and recent advances (2022)
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References

  • 2008IEMOCAP: interactive emotional dyadic motion capture database3,864 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
  • 2018Speech emotion recognition using deep 1D & 2D CNN LSTM networks1,044 cited
  • 2005Toward detecting emotions in spoken dialogs969 cited
  • 2003Speech emotion recognition using hidden Markov models920 cited
  • 2016Adieu features? End-to-end speech emotion recognition using a deep convolutional recurrent network905 cited
  • 2014Speech emotion recognition using deep neural network and extreme learning machine822 cited
  • 2003The role of voice quality in communicating emotion, mood and attitude790 cited
  • 2017Automatic speech emotion recognition using recurrent neural networks with local attention769 cited
  • 2019Speech emotion recognition: Emotional models, databases, features, preprocessing methods, supporting modalities, and classifiers725 cited
  • 2012Emotion recognition from speech: a review644 cited
  • 2020Speech emotion recognition with deep convolutional neural networks621 cited
  • 2014Learning Salient Features for Speech Emotion Recognition Using Convolutional Neural Networks567 cited
  • 2017Evaluating deep learning architectures for Speech Emotion Recognition

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553 cited
  • 2018Speech emotion recognition547 cited
  • 2017Speech Emotion Recognition Using Deep Convolutional Neural Network and Discriminant Temporal Pyramid Matching443 cited
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