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Describe Where You Are: Improving Noise-Robustness for Speech Emotion Recognition with Text Description of the Environment
Speech emotion recognition (SER) systems often struggle in real-world environments,
where ambient noise severely degrades their performance. This paper explores a novel …
where ambient noise severely degrades their performance. This paper explores a novel …
A Reliable speech emotion recognition framework for multi-regional languages using optimized light gradient boosting machine classifier
In today's world, the interpretation of emotions from human speech has prompted a lot of
research attention in signal processing applications. Many speech recognition approaches …
research attention in signal processing applications. Many speech recognition approaches …
Speech Emotion Recognition under Noisy Environments with SNR Down to− 6 dB Using Multi-Decoder Wave-U-Net
HJ Nam, HJ Park - Applied Sciences, 2024 - mdpi.com
A speech emotion recognition (SER) model for noisy environments is proposed, by using
four band-pass filtered speech waveforms as the model input instead of the simplified input …
four band-pass filtered speech waveforms as the model input instead of the simplified input …
[PDF][PDF] Keep, Delete, or Substitute: Frame Selection Strategy for Noise-Robust Speech Emotion Recognition
Speech emotion recognition (SER) system can exploit an Speech enhancement (SE) model
to increase its noise robustness by suppressing the background noise. However, SE could …
to increase its noise robustness by suppressing the background noise. However, SE could …
Enhancing Emotion Recognition in Conversation Through Emotional Cross-Modal Fusion and Inter-class Contrastive Learning
H Shi, X Zhang, N Cheng, Y Zhang, J Yu, J **ao… - … on Intelligent Computing, 2024 - Springer
The purpose of emotion recognition in conversation (ERC) is to identify the emotion category
of an utterance based on contextual information. Previous ERC methods relied on simple …
of an utterance based on contextual information. Previous ERC methods relied on simple …
[PDF][PDF] Reinforcement Learning based Data Augmentation for Noise Robust Speech Emotion Recognition
Speech emotion recognition (SER) is an indispensable component of any human machine
interactions, and enables building empathetic voice user interfaces. Ability to accurately …
interactions, and enables building empathetic voice user interfaces. Ability to accurately …
HuBERT-CLAP: Contrastive Learning-Based Multimodal Emotion Recognition using Self-Alignment Approach
A breakthrough in deep learning has led to improvements in speech emotion recognition
(SER), but these studies tend to process fixed-length segments, resulting in degraded …
(SER), but these studies tend to process fixed-length segments, resulting in degraded …
Joint enhancement and classification constraints for noisy speech emotion recognition
L Sun, Y Lei, S Wang, S Chen, M Zhao, P Li - Digital Signal Processing, 2024 - Elsevier
In the natural environment, the received speech signal is often interfered by noise, which
reduces the performance of speech emotion recognition (SER) system. To this end, a noisy …
reduces the performance of speech emotion recognition (SER) system. To this end, a noisy …
Emotion Sense:-Real-time Speech Emotion Recognition for live calls
S Buddha, R Sawant, SS Ingle… - … on Advances in …, 2024 - ieeexplore.ieee.org
Emotion Sense for live call is a technology that is designed to detect emotions of the user
like happiness, sadness, anger, fear, etc. It is a Speech Emotion Recognition (SER) model …
like happiness, sadness, anger, fear, etc. It is a Speech Emotion Recognition (SER) model …
Personified Emotion Detection from Speech using Supervised Machine Learning
S Hota, P Chaudhury, S Kalia… - … in Technology (IC …, 2024 - ieeexplore.ieee.org
Speech-based emotion recognition in machine learning is an emerging topic. In our daily
routine, whatever speech we communicate can be based on our mood or emotion that we …
routine, whatever speech we communicate can be based on our mood or emotion that we …