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Learning representations of emotional speech with deep convolutional generative adversarial networks

6 references·13 citing·54 second hopsampled

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References

2008IEMOCAP: interactive emotional dyadic motion capture database3,864 cited
2016Adieu features? End-to-end speech emotion recognition using a deep convolutional recurrent network905 cited
2011The SEMAINE Database: Annotated Multimodal Records of Emotionally Colored Conversations between a Person and a Limited Agent665 cited
2015A Multi-Task Learning Framework for Emotion Recognition Using 2D Continuous Space183 cited
2012Context-Sensitive Learning for Enhanced Audiovisual Emotion Classification154 cited
2016Representation Learning for Speech Emotion Recognition127 cited

Cited by

2019CycleGAN-Based Emotion Style Transfer as Data Augmentation for Speech Emotion Recognition87 cited
2020A Review of Generalizable Transfer Learning in Automatic Emotion Recognition81 cited
2020Semi-supervised Multi-modal Emotion Recognition with Cross-Modal Distribution Matching73 cited
2019Two-level attention with two-stage multi-task learning for facial emotion recognition71 cited
2018On Enhancing Speech Emotion Recognition Using Generative Adversarial Networks63 cited
2020A Review on Five Recent and Near-Future Developments in Computational Processing of Emotion in the Human Voice61 cited
2023Attention-based multimodal sentiment analysis and emotion recognition using deep neural networks60 cited

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2020

Speaker-Invariant Affective Representation Learning via Adversarial Training

57 cited

2021Deep Cross-Corpus Speech Emotion Recognition: Recent Advances and Perspectives43 cited

2018Inferring Emotion from Conversational Voice Data: A Semi-Supervised Multi-Path Generative Neural Network Approach43 cited

2017Pooling acoustic and lexical features for the prediction of valence42 cited

2021DECN: Dialogical emotion correction network for conversational emotion recognition42 cited

2018Ladder Networks for Emotion Recognition: Using Unsupervised Auxiliary Tasks to Improve Predictions of Emotional Attributes41 cited