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3D CNN-Based Speech Emotion Recognition Using K-Means Clustering and Spectrograms
16 references·16 citing·45 second hopsampled
3D CNN-Based Speech Emotion Recognition Using K-Means Clustering and Spectrograms (2019)3D CNN-Based Speech Emotion Recognition U…Speech Emotion Recognition Using Spectrogram & Phoneme Embedding (2018)Speech Emotion Recognition Us…Audiovisual emotion recognition in wild (2018)Audiovisual emotion recogniti…Attention Based Fully Convolutional Network for Speech Emotion Recognition (2018)Attention Based Fully Convolu…Speech Emotion Recognition from Spectrograms with Deep Convolutional Neural Network (2017)Speech Emotion Recognition fr…Efficient Emotion Recognition from Speech Using Deep Learning on Spectrograms (2017)Efficient Emotion Recognition…Deep features-based speech emotion recognition for smart affective services (2017)Deep features-based speech em…Audio-Visual Emotion Recognition in Video Clips (2017)Audio-Visual Emotion Recognit…Learning Salient Features for Speech Emotion Recognition Using Convolutional Neural Networks (2014)Learning Salient Features for…Deep learning for robust feature generation in audiovisual emotion recognition (2013)Deep learning for robust feat…Multimodal Emotion Recognition in Response to Videos (2011)Multimodal Emotion Recognitio…Multimodal emotion recognition in speech-based interaction using facial expression, body gesture and acoustic analysis (2009)Multimodal emotion recognitio…Recognizing Human Emotional State From Audiovisual Signals* (2008)Recognizing Human Emotional S…Recognizing Human Emotional State From Audiovisual Signals (2008)Recognizing Human Emotional S…IEMOCAP: interactive emotional dyadic motion capture database (2008)IEMOCAP: interactive emotiona…The eNTERFACE’05 Audio-Visual Emotion Database (2006)The eNTERFACE’05 Audio-Visual…A database of German emotional speech (2005)A database of German emotiona…Temporal Modeling Matters: A Novel Temporal Emotional Modeling Approach for Speech Emotion Recognition (2023)Temporal Modeling Matters: A …An efficient feature selection method for arabic and english speech emotion recognition using Grey Wolf Optimizer (2023)An efficient feature selectio…Speech emotion recognition based on convolutional neural network with attention-based bidirectional long short-term memory network and multi-task learning (2022)Speech emotion recognition ba…GM-TCNet: Gated Multi-scale Temporal Convolutional Network using Emotion Causality for Speech Emotion Recognition (2022)GM-TCNet: Gated Multi-scale T…A systematic literature review of speech emotion recognition approaches (2022)A systematic literature revie…A Review of AI Cloud and Edge Sensors, Methods, and Applications for the Recognition of Emotional, Affective and Physiological States (2022)A Review of AI Cloud and Edge…TLEFuzzyNet: Fuzzy Rank-Based Ensemble of Transfer Learning Models for Emotion Recognition From Human Speeches (2021)TLEFuzzyNet: Fuzzy Rank-Based…Dual integrated convolutional neural network for real-time facial expression recognition in the wild (2021)Dual integrated convolutional…Deep learning approaches for speech emotion recognition: state of the art and research challenges (2021)Deep learning approaches for …Attention guided 3D CNN-LSTM model for accurate speech based emotion recognition (2021)Attention guided 3D CNN-LSTM …Att-Net: Enhanced emotion recognition system using lightweight self-attention module (2021)Att-Net: Enhanced emotion rec…A multimodal hierarchical approach to speech emotion recognition from audio and text (2021)A multimodal hierarchical app…Speech Emotion Recognition UsingConvolutional Neural Network and Long-Short TermMemory (2020)Speech Emotion Recognition Us…Automatic Detection of Depression in Speech Using Ensemble Convolutional Neural Networks (2020)Automatic Detection of Depres…Automated accurate speech emotion recognition system using twine shuffle pattern and iterative neighborhood component analysis techniques (2020)Automated accurate speech emo…A Hybrid Meta-Heuristic Feature Selection Method Using Golden Ratio and Equilibrium Optimization Algorithms for Speech Emotion Recognition (2020)A Hybrid Meta-Heuristic Featu…Acoustic profiles in vocal emotion expression. (1996)The Geneva Minimalistic Acoustic Parameter Set (GeMAPS) for Voice Research and Affective Computing (2015)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)Toward detecting emotions in spoken dialogs (2005)Survey on speech emotion recognition: Features, classification schemes, and databases (2010)Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition (2017)Learning Affective Features With a Hybrid Deep Model for Audio–Visual Emotion Recognition (2017)Speech Emotion Recognition From 3D Log-Mel Spectrograms With Deep Learning Network (2019)A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions (2008)Evaluating deep learning architectures for Speech Emotion Recognition (2017)3-D Convolutional Recurrent Neural Networks With Attention Model for Speech Emotion Recognition (2018)Speech emotion recognition (2018)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)Emotion recognition in human-computer interaction (2001)Classification of emotional states from electrocardiogram signals: a non-linear approach based on hurst (2013)A survey of machine learning techniques in physiology based mental stress detection systems (2019)Role of machine learning and deep learning techniques in EEG-based BCI emotion recognition system: a review (2024)Development and validation of brief measures of positive and negative affect: The PANAS scales. 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(1988)The Cognitive Structure of Emotions (1988)A Review and Meta-Analysis of Multimodal Affect Detection Systems (2015)Analysis of EEG Signals and Facial Expressions for Continuous Emotion Detection (2015)Human Emotion Recognition: Review of Sensors and Methods (2020)Facial Action Coding System (1978)Comprehensive database for facial expression analysis (2002)Emotion recognition using deep learning approach from audio–visual emotional big data (2018)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Intonation and Its Uses (1989)EmoNets: Multimodal deep learning approaches for emotion recognition in video (2015)Speech Emotion Recognition with deep learning (2020)Automated emotion recognition: Current trends and future perspectives (2022)Multi-modal fusion network with complementarity and importance for emotion recognition (2022)Recognising realistic emotions and affect in speech: State of the art and lessons learnt from the first challenge (2011)Speech emotion recognition using deep neural network and extreme learning machine (2014)A Review on Speech Emotion Recognition Using Deep Learning and Attention Mechanism (2021)Emotion Recognition from Speech Using wav2vec 2.0 Embeddings (2021)Multimodal Speech Emotion Recognition Using Audio and Text (2018)Deep Learning for Human Affect Recognition: Insights and New Developments (2019)A Comprehensive Review of Speech Emotion Recognition Systems (2021)
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References

  • 2008IEMOCAP: interactive emotional dyadic motion capture database3,864 cited
  • 2005A database of German emotional speech2,365 cited
  • 2011Multimodal Emotion Recognition in Response to Videos723 cited
  • 2006The eNTERFACE’05 Audio-Visual Emotion Database615 cited
  • 2014Learning Salient Features for Speech Emotion Recognition Using Convolutional Neural Networks567 cited
  • 2017Efficient Emotion Recognition from Speech Using Deep Learning on Spectrograms422 cited
  • 2017Speech Emotion Recognition from Spectrograms with Deep Convolutional Neural Network414 cited
  • 2013Deep learning for robust feature generation in audiovisual emotion recognition401 cited
  • 2017Audio-Visual Emotion Recognition in Video Clips269 cited
  • 2009Multimodal emotion recognition in speech-based interaction using facial expression, body gesture and acoustic analysis256 cited
  • 2008Recognizing Human Emotional State From Audiovisual Signals215 cited
  • 2008Recognizing Human Emotional State From Audiovisual Signals*202 cited
  • 2017Deep features-based speech emotion recognition for smart affective services182 cited
  • 2018Speech Emotion Recognition Using Spectrogram & Phoneme Embedding165 cited
  • 2018Attention Based Fully Convolutional Network for Speech Emotion Recognition

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161 cited
  • 2018Audiovisual emotion recognition in wild161 cited
  • Cited by

    • 2020Automated accurate speech emotion recognition system using twine shuffle pattern and iterative neighborhood component analysis techniques157 cited
    • 2021Att-Net: Enhanced emotion recognition system using lightweight self-attention module148 cited
    • 2022A systematic literature review of speech emotion recognition approaches147 cited
    • 2020Automatic Detection of Depression in Speech Using Ensemble Convolutional Neural Networks130 cited
    • 2021Attention guided 3D CNN-LSTM model for accurate speech based emotion recognition130 cited
    • 2023Temporal Modeling Matters: A Novel Temporal Emotional Modeling Approach for Speech Emotion Recognition121 cited
    • 2021Deep learning approaches for speech emotion recognition: state of the art and research challenges116 cited
    • 2021A multimodal hierarchical approach to speech emotion recognition from audio and text115 cited
    • 2022Speech emotion recognition based on convolutional neural network with attention-based bidirectional long short-term memory network and multi-task learning84 cited
    • 2021Dual integrated convolutional neural network for real-time facial expression recognition in the wild69 cited
    • 2021TLEFuzzyNet: Fuzzy Rank-Based Ensemble of Transfer Learning Models for Emotion Recognition From Human Speeches68 cited
    • 2020A Hybrid Meta-Heuristic Feature Selection Method Using Golden Ratio and Equilibrium Optimization Algorithms for Speech Emotion Recognition65 cited
    • 2022GM-TCNet: Gated Multi-scale Temporal Convolutional Network using Emotion Causality for Speech Emotion Recognition64 cited
    • 2022A Review of AI Cloud and Edge Sensors, Methods, and Applications for the Recognition of Emotional, Affective and Physiological States63 cited
    • 2020Speech Emotion Recognition UsingConvolutional Neural Network and Long-Short TermMemory61 cited
    • 2023An efficient feature selection method for arabic and english speech emotion recognition using Grey Wolf Optimizer60 cited