GitHub topics: speech-emotion-recognition

Repositories

vatsalmehta2001/speech-emotion-recognition

Deep learning system for emotion recognition from speech, achieving 50.5% accuracy on 8-class classification using transformer architecture and real-time analysis

Language: Python - Size: 1.53 MB - Last synced at: 2 days ago - Pushed at: 2 days ago - Stars: 1 - Forks: 0

NeuroByte-Consulting/Speech-Emotion-Recognition-in-Tensorflow-Using-CNNs

Speech Emotion Recognition (SER) in Tensorflow using CNNs and CRNNs Based on Mel Spectrograms and Mel Frequency Cepstral Coefficients (MFCCs)

Language: Jupyter Notebook - Size: 15.6 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 9 - Forks: 0

aliyzd95/modified_shemo

A modification on the Sharif Emotional Speech Database

Language: Jupyter Notebook - Size: 1.9 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 8 - Forks: 2

ddlBoJack/emotion2vec

[ACL 2024] Official PyTorch code for extracting features and training downstream models with emotion2vec: Self-Supervised Pre-Training for Speech Emotion Representation

Language: Python - Size: 9.79 MB - Last synced at: 7 days ago - Pushed at: 4 months ago - Stars: 795 - Forks: 57

AritraAmbudhDutta/Speech-Emotion-Recognition-on-RAVDESS-Dataset

Speech Emotion Recognition system using CNN architecture to classify 8 emotions from audio recordings (RAVDESS dataset). Features depthwise separable convolutions for efficient audio analysis, reaching ~70% accuracy.

Language: Jupyter Notebook - Size: 1.95 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 0 - Forks: 0

aaivu/EmoTa

EmoTa is an open-access Tamil Speech Emotion Recognition dataset with 936 utterances from 22 native speakers, covering five emotions (anger, happiness, sadness, fear, and neutrality). It supports emotion classification tasks and advances Tamil language processing.

Size: 1.22 MB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 8 - Forks: 0

FunAudioLLM/SenseVoice

Multilingual Voice Understanding Model

Language: Python - Size: 6.51 MB - Last synced at: 11 days ago - Pushed at: 29 days ago - Stars: 5,298 - Forks: 479

Renovamen/Speech-Emotion-Recognition

Speech emotion recognition implemented in Keras (LSTM, CNN, SVM, MLP) | 语音情感识别

Language: Python - Size: 148 MB - Last synced at: 9 days ago - Pushed at: about 2 years ago - Stars: 1,120 - Forks: 217

bunyaminergen/awesome-speech-dataset

Awesome Speech Dataset, including download links and a brief explanation for each resource. These datasets provide diverse and high-quality speech data covering various domains such as conversational, academic, political, and more.

Size: 113 KB - Last synced at: 2 days ago - Pushed at: about 1 month ago - Stars: 8 - Forks: 0

abikaki/awesome-speech-emotion-recognition

😎 Awesome lists about Speech Emotion Recognition

Size: 6.03 MB - Last synced at: 12 days ago - Pushed at: 4 months ago - Stars: 85 - Forks: 4

x4nth055/emotion-recognition-using-speech

Building and training Speech Emotion Recognizer that predicts human emotions using Python, Sci-kit learn and Keras

Language: Python - Size: 944 MB - Last synced at: 10 days ago - Pushed at: over 1 year ago - Stars: 621 - Forks: 242

SuperKogito/SER-datasets

A collection of datasets for the purpose of emotion recognition/detection in speech.

Language: HTML - Size: 3.72 MB - Last synced at: 17 days ago - Pushed at: 7 months ago - Stars: 321 - Forks: 44

yeyupiaoling/SpeechEmotionRecognition-PaddlePaddle

语音感情识别

Language: Python - Size: 271 KB - Last synced at: 12 days ago - Pushed at: about 2 months ago - Stars: 36 - Forks: 10

coqui-ai/open-speech-corpora

💎 A list of accessible speech corpora for ASR, TTS, and other Speech Technologies

Size: 139 KB - Last synced at: 27 days ago - Pushed at: 11 months ago - Stars: 1,318 - Forks: 142

hariharitha21/Detection-of-Anxiety-and-Depression

Detecting Anxiety and Depression using facial emotion recognition and speech emotion recognition. Written in pythonPython

Language: Jupyter Notebook - Size: 16.5 MB - Last synced at: 19 days ago - Pushed at: almost 4 years ago - Stars: 58 - Forks: 5

AryaAftab/LIGHT-SERNET

Light-SERNet: A lightweight fully convolutional neural network for speech emotion recognition

Language: Python - Size: 320 KB - Last synced at: 18 days ago - Pushed at: almost 3 years ago - Stars: 72 - Forks: 24

iamgd/SER

This project is about Speech Emotion Recognition using machine learning models

Language: Python - Size: 634 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

bunyaminergen/Callytics

Callytics is an advanced call analytics solution that leverages speech recognition and large language models (LLMs) technologies to analyze phone conversations from customer service and call centers.

Language: Python - Size: 23.9 MB - Last synced at: 19 days ago - Pushed at: about 1 month ago - Stars: 65 - Forks: 10

shamanez/BERT-like-is-All-You-Need

The code for our INTERSPEECH 2020 paper - Jointly Fine-Tuning "BERT-like'" Self Supervised Models to Improve Multimodal Speech Emotion Recognition

Language: Python - Size: 6.73 MB - Last synced at: 2 days ago - Pushed at: about 4 years ago - Stars: 120 - Forks: 11

LetianLee/Speech-Emotion-Recognition

An implementation of Speech Emotion Recognition, based on HuBERT model, training with PyTorch and HuggingFace framework, and fine-tuning on the RAVDESS dataset.

Language: Jupyter Notebook - Size: 569 KB - Last synced at: 23 days ago - Pushed at: almost 3 years ago - Stars: 33 - Forks: 7

mohabgabber/voice-biometric-authentication

A simple PoC that performs voice biometric authentication on users' provided voice sample

Language: JavaScript - Size: 29.7 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

Ztrimus/speech-emotion-recognition

Predicting various emotion in human speech signal by detecting different speech components affected by human emotion.

Language: Jupyter Notebook - Size: 19.4 MB - Last synced at: 7 days ago - Pushed at: 9 months ago - Stars: 46 - Forks: 28

GeorgiosIoannouCoder/vera

Voice Emotion Recognition of Audio (VERA) is an open-source project created for the Data Science track for the program CUNY Tech Prep (CTP) in Cohort 8. 🔊

Language: Jupyter Notebook - Size: 11.4 MB - Last synced at: 14 days ago - Pushed at: 7 months ago - Stars: 5 - Forks: 0

arnav10goel/CAMuLeNet

Code Repository for the INTERSPEECH'24 Paper - Exploring Multilingual Unseen Speaker Emotion Recognition: Leveraging Co-Attention Cues in Multitask Learning

Size: 3.91 KB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 7 - Forks: 0

ZionC27/Speech-Emotion-Recognition

Speech Emotion Recognition (SER) using Deep neural networks CNN and RNN

Language: Jupyter Notebook - Size: 28.3 KB - Last synced at: 21 days ago - Pushed at: 3 months ago - Stars: 5 - Forks: 1

bagustris/s3prl-ser

S3PRL for Speech Emotion Recognition (see s3prl > downstream)

Language: Python - Size: 5.49 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 14 - Forks: 1

aitor-alvarez/gnn-speech-emotion

Prosody-Aware Graph Neural Networks for Speech Emotion Recognition

Language: Python - Size: 839 KB - Last synced at: 21 days ago - Pushed at: about 1 year ago - Stars: 9 - Forks: 0

BHKiro/Speech-Emotion-Recognition

This code is a fully functional speech emotion recognition algorithm

Language: Python - Size: 230 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

PVTHust/Speech_project_Vin

Multimodal Speech Emotion Recognition ViT (AST) for audio encoder and Multiscale Attention Net (MANet) for visual encoder

Language: Python - Size: 2.67 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 4 - Forks: 2

diaoenmao/Speech-Emotion-Recognition-with-Dual-Sequence-LSTM-Architecture

[ICASSP 2020] Speech Emotion Recognition with Dual-Sequence LSTM Architecture

Language: Python - Size: 130 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 12 - Forks: 3

AlinaBaber/Speech-Emotions-Recognition-by-feature-extraction-and-Deep-learning-MatLab

This repository presents a comprehensive thesis project on Speech Emotion Recognition using a combination of feature extraction techniques and Deep Learning in MATLAB. The research focuses on analyzing speech data from both normal and autistic subjects to classify emotions (Angry, Happy, Neutral, Sad) and detect language disorders.

Language: MATLAB - Size: 23.5 MB - Last synced at: 18 days ago - Pushed at: 5 months ago - Stars: 2 - Forks: 0

standing-o/Combined_Dataset_for_Speech_Emotion_Recognition

A collection of dataset consists of a total of 8 English speech datasets for SER

Language: Jupyter Notebook - Size: 2.67 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 15 - Forks: 0

habla-liaa/ser-with-w2v2

Official implementation of INTERSPEECH 2021 paper 'Emotion Recognition from Speech Using Wav2vec 2.0 Embeddings'

Language: Jupyter Notebook - Size: 32.3 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 128 - Forks: 23

Minus47/CDLSL

The code of the paper "Common Discriminative Latent Space Learning for Cross-Domain Speech Emotion Recognition".

Language: MATLAB - Size: 8.95 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 2 - Forks: 0

SameerKamani/Emotion-detection-from-audio-in-urdu

This project detects emotions from Urdu speech using deep learning. It focuses on classifying emotions like anger, happiness, sadness, and neutrality, using models like Wav2Vec2.0. The aim is to advance sentiment analysis for underrepresented languages like Urdu, with applications in mental health, customer service, and user experience.

Language: Jupyter Notebook - Size: 5.51 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

nhut-ngnn/Multimodal-Speech-Emotion-Recognition

A multimodal SER project combining BERT and ECAPA-TDNN with cross-attention-based fusion on the IEMOCAP dataset.

Language: Python - Size: 7.07 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 4 - Forks: 0

brunoschef/LSE_CapstoneProject

Using Hidden Markov modelling to establish emotional states in survey research

Language: Jupyter Notebook - Size: 253 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

speechbrain/speechbrain.github.io

The SpeechBrain project aims to build a novel speech toolkit fully based on PyTorch. With SpeechBrain users can easily create speech processing systems, ranging from speech recognition (both HMM/DNN and end-to-end), speaker recognition, speech enhancement, speech separation, multi-microphone speech processing, and many others.

Language: HTML - Size: 46.8 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 364 - Forks: 29

hafizhhasyhari/Pattern-Recognition-Pengenalan-Pola-Materi-dan-Proyek-PRIVATE-

Pattern Recognition

Language: JavaScript - Size: 1000 Bytes - Last synced at: 19 days ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

Aliarcher/Music-Audio-Speech-Analysis

This repository contains simple and fundamental Projects in Music , Audio and Speech Analysis

Language: Jupyter Notebook - Size: 8.81 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

vandana-rajan/1D-Speech-Emotion-Recognition

Speech Emotion Recognition from raw speech signals using 1D CNN-LSTM

Language: Python - Size: 17.6 KB - Last synced at: 5 months ago - Pushed at: almost 4 years ago - Stars: 104 - Forks: 16

xuanjihe/speech-emotion-recognition

speech emotion recognition using a convolutional recurrent networks based on IEMOCAP

Language: Python - Size: 712 KB - Last synced at: 5 months ago - Pushed at: almost 6 years ago - Stars: 388 - Forks: 142

souradeepdutta/Speech-Emotion-Recognition-with-CNN-LSTM-CLSTM

his is a Speech Emotion Recognition system that classifies emotions from speech samples using deep learning models. The project uses four datasets: CREMAD, RAVDESS, SAVEE, and TESS. The model achieves an accuracy of 96% by combining CNN, LSTM, and CLSTM architectures, along with data augmentation techniques and feature extraction methods.

Language: Jupyter Notebook - Size: 1.54 MB - Last synced at: 2 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

GeorgiosIoannouCoder/vera-deployed-v2

Voice Emotion Recognition of Audio (VERA) is an open-source project created for the Data Science track for the program CUNY Tech Prep (CTP) in Cohort 8. This is the 2nd deployed version of VERA. 🔊

Language: Jupyter Notebook - Size: 11 MB - Last synced at: about 2 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

MiteshPuthran/Speech-Emotion-Analyzer

The neural network model is capable of detecting five different male/female emotions from audio speeches. (Deep Learning, NLP, Python)

Language: Jupyter Notebook - Size: 4.85 MB - Last synced at: 6 months ago - Pushed at: about 2 years ago - Stars: 1,302 - Forks: 437

GeorgiosIoannouCoder/vera-deployed

Voice Emotion Recognition of Audio (VERA) is an open-source project created for the Data Science track for the program CUNY Tech Prep (CTP) in Cohort 8. This is the deployed version of Vera. 🔊

Language: Jupyter Notebook - Size: 8.96 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

terranivium/speech-emotion-recognition

Speech emotion recognition with PyTorch

Language: Jupyter Notebook - Size: 29.6 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 6 - Forks: 2

Shengwei-Peng/Speech-Emotion-Recognition

A Speech Emotion Recognition project using CREMA, RAVDESS, SAVEE, and TESS datasets. Implements machine learning techniques to classify emotions from speech.

Language: Python - Size: 1 MB - Last synced at: about 18 hours ago - Pushed at: 9 months ago - Stars: 2 - Forks: 0

vnlinh112/EASE-SER

Explainable audio speech embeddings enhance emotion detection for low-resource setting

Language: Python - Size: 82 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

nmihtrug/DistilSER

Enhancing Speech Emotion Recognition through Knowledge Distillation

Language: Python - Size: 2.41 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 2 - Forks: 0

KanikeSaiPrakash/Speech-Emotion-Recognition

Speech Emotion Recognition using Deep Learning

Language: Jupyter Notebook - Size: 2.03 MB - Last synced at: 8 months ago - Pushed at: almost 4 years ago - Stars: 11 - Forks: 2

Darth-Kronos/Cross-lingual-SER

A cross-lingual SER that can learn language invariant representations without requiring target-language data labels

Language: Python - Size: 13.7 KB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 1

Reddi-Srija-R/Deep-Learning

SER for emotions recognition - CNN & NCF for recommendations

Language: HTML - Size: 1.09 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

COINS-SS21/moody

Moody is a web application allowing the host of online meetings (e.g. via Zoom, Microsoft Teams or Google Meet) to collect real-time feedback of the participant's emotions.

Language: TypeScript - Size: 552 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 18 - Forks: 7

rafaelgreca/ser-wavelet

A deep learning solution using Convolutional Neural Networks and Wavelet Transform to tackle the Speech Emotion Recognition task.

Language: Jupyter Notebook - Size: 11.9 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 1

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.

Language: Python - Size: 79.1 KB - Last synced at: 9 months ago - Pushed at: about 3 years ago - Stars: 8 - Forks: 1

CodersAcademy006/Speech-Recognition-System

The objective of this DLM (Deep Learning Model) is to recognize the emotions from speech.

Language: Python - Size: 59.6 MB - Last synced at: 10 days ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

hkveeranki/speech-emotion-recognition

Speaker independent emotion recognition

Language: Python - Size: 30.7 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 306 - Forks: 96

djdhairya/Speech-Emotion-Recognition-

Predicting various emotion in human speech signal by detecting different speech components affected by human emotion.

Language: Jupyter Notebook - Size: 476 MB - Last synced at: 8 days ago - Pushed at: 12 months ago - Stars: 1 - Forks: 3

xu-gaopeng/SER

Speech emotion recognition

Language: Jupyter Notebook - Size: 675 KB - Last synced at: 10 months ago - Pushed at: almost 4 years ago - Stars: 1 - Forks: 0

Rushiu2/F-Project

Emotion Sense uses machine learning to analyze speech and understand emotions. This Project "Emotion Sense" offers hands-on experience and industry insight in speech emotion recognition and technology trends.

Language: Jupyter Notebook - Size: 28.7 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

tann9949/vistec-ser

Speech Emotion Recognition using PyTorch sponsored by AIS and VISTEC-DEPA AIResearch Institute Thailand.

Language: Python - Size: 9.23 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 2 - Forks: 2

Madhur272/EmotionRecognition

A model that recognizes emotion from speech analyzes acoustic and linguistic cues to classify the speaker's emotional state.

Language: Jupyter Notebook - Size: 73.2 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

aliencaocao/TIL-2022

Champion at Brainhack TIL 2022: Team 8000SGD_CAT

Language: Python - Size: 55.7 MB - Last synced at: 9 months ago - Pushed at: about 1 year ago - Stars: 13 - Forks: 0

Jiaxin-Ye/TIM-Net_SER

[ICASSP 2023] Official Tensorflow implementation of "Temporal Modeling Matters: A Novel Temporal Emotional Modeling Approach for Speech Emotion Recognition".

Language: Python - Size: 10.3 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 143 - Forks: 24

Priya0025/data-science

Speech Emotion Recognition using WAV audio files

Language: Jupyter Notebook - Size: 1.56 MB - Last synced at: 5 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

Vincent-ZHQ/CA-MSER

Code for Speech Emotion Recognition with Co-Attention based Multi-level Acoustic Information

Language: Python - Size: 80.1 KB - Last synced at: 11 months ago - Pushed at: over 1 year ago - Stars: 107 - Forks: 14

zoobereq/emotional_speech

A script extracting features of emotionally charged speech

Language: Python - Size: 4.88 KB - Last synced at: 18 days ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

Jayanth-MKV/emotion2vec-speech-emotion-detection-api

This API utilizes a pre-trained model for emotion recognition from audio files. It accepts audio files as input, processes them using the pre-trained model, and returns the predicted emotion along with the confidence score. The API leverages the FastAPI framework for easy development and deployment.

Language: Python - Size: 4.88 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 3 - Forks: 0