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05/23/2023
Improving Speech Emotion Recognition Performance using Differentiable Architecture Search
Speech Emotion Recognition (SER) is a critical enabler of emotion-aware ...
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07/12/2022
Multitask Learning from Augmented Auxiliary Data for Improving Speech Emotion Recognition
Despite the recent progress in speech emotion recognition (SER), state-o...
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07/07/2022
Domain Adapting Speech Emotion Recognition modals to real-world scenario with Deep Reinforcement Learning
Deep reinforcement learning has been a popular training paradigm as deep...
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04/19/2022
Self Supervised Adversarial Domain Adaptation for Cross-Corpus and Cross-Language Speech Emotion Recognition
Despite the recent advancement in speech emotion recognition (SER) withi...
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01/04/2021
A novel policy for pre-trained Deep Reinforcement Learning for Speech Emotion Recognition
Reinforcement Learning (RL) is a semi-supervised learning paradigm which...
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05/21/2020
Deep Reinforcement Learning with Pre-training for Time-efficient Training of Automatic Speech Recognition
Deep reinforcement learning (deep RL) is a combination of deep learning ...
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05/18/2020
Deep Architecture Enhancing Robustness to Noise, Adversarial Attacks, and Cross-corpus Setting for Speech Emotion Recognition
Speech emotion recognition systems (SER) can achieve high accuracy when ...
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05/18/2020
Augmenting Generative Adversarial Networks for Speech Emotion Recognition
Generative adversarial networks (GANs) have shown potential in learning ...
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01/02/2020
Deep Representation Learning in Speech Processing: Challenges, Recent Advances, and Future Trends
Research on speech processing has traditionally considered the task of d...
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10/24/2019
Pre-training in Deep Reinforcement Learning for Automatic Speech Recognition
Deep reinforcement learning (deep RL) is a combination of deep learning ...
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07/13/2019
Multi-Task Semi-Supervised Adversarial Autoencoding for Speech Emotion
Despite the widespread use of supervised deep learning methods for affec...
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04/08/2019
Direct Modelling of Speech Emotion from Raw Speech
Speech emotion recognition is a challenging task and heavily depends on ...
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07/06/2018