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Related Experiment Video

Updated: Nov 17, 2025

Author Spotlight: Investigating the Impact of Emotional Prosodies on Voice Recognition and Perception
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Deep Learning Techniques for Speech Emotion Recognition, from Databases to Models.

Babak Joze Abbaschian1, Daniel Sierra-Sosa1, Adel Elmaghraby1

  • 1Computer Science and Engineering Department, University of Louisville Louisville, KY 40292, USA.

Sensors (Basel, Switzerland)
|February 13, 2021
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Summary
This summary is machine-generated.

This study surveys deep learning and conventional methods for Speech Emotion Recognition (SER). It compares neural network approaches to advance human-computer interaction through accurate, real-time emotion detection.

Keywords:
CNNGANLSTMattention mechanismautoencodersdeep learningemotional speech databasemachine learningspeech emotion recognition

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Area of Science:

  • Computer Science, Artificial Intelligence, Machine Learning

Background:

  • Growing need for accurate, real-time Speech Emotion Recognition (SER) in human-computer interaction.
  • Advancements in neural networks necessitate a review of current SER methodologies.

Purpose of the Study:

  • To provide a comprehensive survey of discrete Speech Emotion Recognition (SER).
  • To compare deep learning and conventional machine learning techniques for SER.
  • To analyze available datasets and practical neural network approaches in SER.

Main Methods:

  • Review of deep learning approaches for SER.
  • Review of conventional machine learning techniques for speech emotion recognition.
  • Multi-aspect comparison of neural network approaches in SER.

Main Results:

  • Identification of key deep learning and conventional methods in SER.
  • Comparative analysis of different SER approaches and datasets.
  • Highlighting practical neural network applications in emotion recognition from speech.

Conclusions:

  • A clearer understanding of the current state of discrete SER.
  • Guidance on selecting feasible methods for accurate, real-time SER.
  • Foundation for future research in speech emotion recognition for enhanced human-computer interaction.