Speech Emotion Recognition System Development by Akshar SamudralaSpeech Emotion Recognition System Development by Akshar Samudrala

Speech Emotion Recognition System Development

Akshar  Samudrala

Akshar Samudrala

Speech Emotion REcognition System

This project contains an Emotion Recognition System and it leverages deep learning to classify emotions using audio spectral features like MFCCs, mel spectrograms, chromagrams, and spectral contrast, enabling accurate emotional analysis from speech inputs.

Dataset

In this project we're finding the emotion of a person by its vocal pattern. To achive this we are training our model with numerous dataset which contain voices of different actors. These are dataset we have:-
CREMA-D ( Crowd-sourced Emotional Mutimodal Actors Dataset ) https://www.kaggle.com/datasets/ejlok1/cremad
RAVDESS ( Ryerson Audio-Visual Database of Emotional Speech and Song ) https://www.kaggle.com/datasets/uwrfkaggler/ravdess-emotional-speech-audio

Authors

Tech Stack

Tensorflow, Pytorch, Sklearn
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Posted May 5, 2025

Developed a deep learning-based Emotion Recognition System using audio spectral features.