AndreaLombax/Speech_emotion_recognition
In this work is proposed a speech emotion recognition model based on the extraction of four different features got from RAVDESS sound files and stacking the resulting matrices in a one-dimensional array by taking the mean values along the time axis. Then this array is fed into a 1-D CNN model as input.
This tool helps you automatically identify the emotional state conveyed in spoken audio. You input sound files containing human speech, and it outputs a classification of the emotion expressed, such as sadness, happiness, or anger. It's designed for researchers or practitioners who need to analyze emotional content from audio recordings.
No commits in the last 6 months.
Use this if you need to classify emotions from spoken English audio, particularly from recordings similar to the RAVDESS dataset, for research or analytical purposes.
Not ideal if you need real-time emotion detection, robust performance with highly noisy audio, or analysis of non-English speech.
Stars
10
Forks
1
Language
Python
License
GPL-3.0
Category
Last pushed
Feb 27, 2022
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/voice-ai/AndreaLombax/Speech_emotion_recognition"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
Higher-rated alternatives
salute-developers/GigaAM
Foundational Model for Speech Recognition Tasks
SuyashMore/MevonAI-Speech-Emotion-Recognition
Identify the emotion of multiple speakers in an Audio Segment
NotAbhinavGamerz/emotion-aware-automatic-speech-recognition
🎤 Enhance speech recognition by detecting emotions in spoken language, combining OpenAI's...
jsugg/ser
The AI-powered ser Python package is a tool for recognizing and analyzing emotions in speech....
saky-semicolon/Emotion-Aware-AI-Support-System
A smart AI-powered platform that detects emotions from student voice input, classifies their...