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Improved Speech Emotion Recognition using Transfer Learning and Spectrogram Augmentation
16 references·2 citing·35 second hop
Improved Speech Emotion Recognition using Transfer Learning and Spectrogram Augmentation (2021)Improved Speech Emotion Recognition using…Speech emotion recognition (2018)Speech emotion recognitionMultimodal Speech Emotion Recognition Using Audio and Text (2018)Multimodal Speech Emotion Rec…Emotion Recognition in Speech using Cross-Modal Transfer in the Wild (2018)Emotion Recognition in Speech…Efficient Emotion Recognition from Speech Using Deep Learning on Spectrograms (2017)Efficient Emotion Recognition…Automatic speech emotion recognition using recurrent neural networks with local attention (2017)Automatic speech emotion reco…Attentive Convolutional Neural Network Based Speech Emotion Recognition: A Study on the Impact of Input Features, Signal Length, and Acted Speech (2017)Attentive Convolutional Neura…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…Sparse Autoencoder-Based Feature Transfer Learning for Speech Emotion Recognition (2013)Sparse Autoencoder-Based Feat…Emotion recognition from speech: a review (2012)Emotion recognition from spee…IEMOCAP: interactive emotional dyadic motion capture database (2008)IEMOCAP: interactive emotiona…Being Human: Human-Computer Interaction in the Year 2020 (2008)Being Human: Human-Computer I…Emotional speech recognition: Resources, features, and methods (2006)Emotional speech recognition:…Emotion recognition by speech signals (2003)Emotion recognition by speech…EMOTION RECOGNITION BY SPEECH SIGNAL (2003)EMOTION RECOGNITION BY SPEECH…Emotion recognition in human-computer interaction (2001)Emotion recognition in human-…RobinNet: A Multimodal Speech Emotion Recognition System With Speaker Recognition for Social Interactions (2022)RobinNet: A Multimodal Speech…Privacy-preserving Speech Emotion Recognition through Semi-Supervised Federated Learning (2022)Privacy-preserving Speech Emo…The expression of the emotions in man and animals. (1872)Belief, Attitude, Intention and Behavior: An Introduction to Theory and Research (1975)Emotion And Adaptation (1991)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)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)Vocal communication of emotion: A review of research paradigms (2003)A database of German emotional speech (2005)Survey on speech emotion recognition: Features, classification schemes, and databases (2010)Affective computing in virtual reality: emotion recognition from brain and heartbeat dynamics using wearable sensors (2018)Databases, features and classifiers for speech emotion recognition: a review (2018)Acoustic profiles in vocal emotion expression. (1996)Toward machine emotional intelligence: analysis of affective physiological state (2001)Speech Emotion Recognition Using Deep Learning Techniques: A Review (2019)Speech emotion recognition: Emotional models, databases, features, preprocessing methods, supporting modalities, and classifiers (2019)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)Speech emotion recognition using deep 1D & 2D CNN LSTM networks (2018)MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations (2019)A Concordance Correlation Coefficient to Evaluate Reproducibility (1989)The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for Voice Research and Affective Computing (2015)Recognising realistic emotions and affect in speech: State of the art and lessons learnt from the first challenge (2011)A Review on Speech Emotion Recognition Using Deep Learning and Attention Mechanism (2021)Emotion Recognition from Speech Using wav2vec 2.0 Embeddings (2021)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)Emotion Recognition in Immersive Virtual Reality: From Statistics to Affective Computing (2020)A Comprehensive Review of Speech Emotion Recognition Systems (2021)Dawn of the Transformer Era in Speech Emotion Recognition: Closing the Valence Gap (2023)End-to-End Multimodal Emotion Recognition Using Deep Neural Networks (2017)A systematic review on affective computing: emotion models, databases, and recent advances (2022)MLT-DNet: Speech emotion recognition using 1D dilated CNN based on multi-learning trick approach (2020)Deep learning based multimodal emotion recognition using model-level fusion of audio–visual modalities (2022)Multimodal Emotion Recognition with Deep Learning: Advancements, challenges, and future directions (2023)
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References

  • 2008IEMOCAP: interactive emotional dyadic motion capture database3,864 cited
  • 2001Emotion recognition in human-computer interaction2,601 cited
  • 2006Emotional speech recognition: Resources, features, and methods927 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
  • 2017Automatic speech emotion recognition using recurrent neural networks with local attention769 cited
  • 2012Emotion recognition from speech: a review644 cited
  • 2018Speech emotion recognition547 cited
  • 2017Efficient Emotion Recognition from Speech Using Deep Learning on Spectrograms422 cited
  • 2018Multimodal Speech Emotion Recognition Using Audio and Text379 cited
  • 2013Sparse Autoencoder-Based Feature Transfer Learning for Speech Emotion Recognition366 cited
  • 2003Emotion recognition by speech signals366 cited
  • 2003EMOTION RECOGNITION BY SPEECH SIGNAL337 cited
  • 2018Emotion Recognition in Speech using Cross-Modal Transfer in the Wild297 cited
  • 2008Being Human: Human-Computer Interaction in the Year 2020267 cited

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  • 2017Attentive Convolutional Neural Network Based Speech Emotion Recognition: A Study on the Impact of Input Features, Signal Length, and Acted Speech249 cited
  • Cited by

    • 2022RobinNet: A Multimodal Speech Emotion Recognition System With Speaker Recognition for Social Interactions56 cited
    • 2022Privacy-preserving Speech Emotion Recognition through Semi-Supervised Federated Learning40 cited