Speech Emotion Recognition ML Frameworks

Systems for classifying emotional states and affective expressions from audio speech signals using machine learning. Does NOT include general speech recognition, text-based sentiment analysis, facial emotion detection, or multi-modal systems without speech as primary input.

There are 54 speech emotion recognition frameworks tracked. 5 score above 50 (established tier). The highest-rated is marcogdepinto/emotion-classification-from-audio-files at 51/100 with 432 stars.

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#	Framework	Score	Tier	Stars	Language
1	marcogdepinto/emotion-classification-from-audio-files Understanding emotions from audio files using neural networks and multiple datasets.	51	Established	432	Python
2	maelfabien/Multimodal-Emotion-Recognition A real time Multimodal Emotion Recognition web app for text, sound and video inputs	51	Established	1,072	Jupyter Notebook
3	x4nth055/emotion-recognition-using-speech Building and training Speech Emotion Recognizer that predicts human emotions...	51	Established	672	Python
4	MiteshPuthran/Speech-Emotion-Analyzer The neural network model is capable of detecting five different male/female...	51	Established	1,403	Jupyter Notebook
5	xiamx/awesome-sentiment-analysis 😀😄😂😭 A curated list of Sentiment Analysis methods, implementations and misc. 😥😟😱😤	50	Established	931	—
6	aniemore/Aniemore Emotions recognition from audio and text files (only russian language)	48	Emerging	79	Python
7	IliaZenkov/transformer-cnn-emotion-recognition Speech Emotion Classification with novel Parallel CNN-Transformer model...	48	Emerging	266	Jupyter Notebook
8	yeyupiaoling/SpeechEmotionRecognition-PaddlePaddle 语音感情识别	47	Emerging	44	Python
9	amanbasu/speech-emotion-recognition Detecting emotions using MFCC features of human speech using Deep Learning	47	Emerging	133	Jupyter Notebook
10	ankurbhatia24/MULTIMODAL-EMOTION-RECOGNITION Human Emotion Understanding using multimodal dataset.	45	Emerging	110	Jupyter Notebook
11	audeering/w2v2-how-to How to use our public wav2vec2 dimensional emotion model	43	Emerging	542	Jupyter Notebook
12	benkhelifamohamedtaher/speech-emotion-recognition Deep learning system for emotion recognition from speech, achieving 50.5%...	40	Emerging	9	Python
13	Mozartuss/DEAP-Emotion-Recognition Emotion Recogniton LSTM RNN Arousal Valence	40	Emerging	63	Python
14	MeidanGR/SpeechEmotionRecognition_Realtime Speech Emotion Recognition (SER) in real-time, using Deep Neural Networks...	38	Emerging	115	Jupyter Notebook
15	AryaAftab/LIGHT-SERNET Light-SERNet: A lightweight fully convolutional neural network for speech...	37	Emerging	83	Python
16	Alex9104/face-mood-analyzer Face Mood Analyzer is an AI application that detects emotions in photos and...	37	Emerging	3	Python
17	abikaki/awesome-speech-emotion-recognition 😎 Awesome lists about Speech Emotion Recognition	34	Emerging	101	—
18	Hannibal0420/Speech-Emotion-Recognition-TinyML Speech Emotion Recognition using TinyML	29	Experimental	14	C++
19	sotirismos/emotion-recognition-conversations Diploma thesis analyzing emotion recognition in conversations exploiting...	28	Experimental	28	Python
20	GeorgiosIoannouCoder/vera Voice Emotion Recognition of Audio (VERA) is an open-source project created...	27	Experimental	6	Jupyter Notebook
21	ZionC27/Speech-Emotion-Recognition Speech Emotion Recognition (SER) using Deep neural networks CNN and RNN	25	Experimental	6	Jupyter Notebook
22	DaltonWemer/emotion-detection-system Using machine learning we are building an application to determine the...	25	Experimental	1	JavaScript
23	billy-enrizky/Speech-Emotion-Recognition This project focuses on real-time Speech Emotion Recognition (SER) using the...	23	Experimental	2	HTML
24	purnima99/EmotionDetection Emotion Detection in Audio Files - Speech & Songs. A deep learning model...	23	Experimental	23	Python
25	aaivu/KuralNet A deep learning-based Speech Emotion Recognition (SER) model trained...	23	Experimental	8	Python
26	spaghettiSystems/serval SER Evals: In-Domain and Out-of-Domain Benchmarking for Speech Emotion Recognition	21	Experimental	11	Python
27	EsratMaria/Speech_Emotion_Recognition_Model A speech emotion detection classifier on CREMA dataset. This classifier...	20	Experimental	10	Jupyter Notebook
28	AnkushMalaker/speech-emotion-recognition Implementation of the paper "Speech emotion recognition with deep...	20	Experimental	13	PureBasic
29	hntrang04/bigdata-negative-speech-emotion-recognition Evaluating deep learning models for negative speech emotion recognition on...	20	Experimental	1	HTML
30	jorisvanmens/speech_emotion_recognition Using Artificial Intelligence to analyze emotion in speech	19	Experimental	6	C++
31	VyetGokyra/Speech_project_Vin Multimodal Speech Emotion Recognition ViT (AST) for audio encoder and...	19	Experimental	7	Python
32	cloor/Speech-Emotion-Recognition-ROS For Korean speech emotion detect, this model is trained by Korean dataset....	18	Experimental	8	Jupyter Notebook
33	MeshalAlamr/speech-emotion-recognition Detecting emotions from speech signals using a CNN model. Signal processing...	17	Experimental	4	Jupyter Notebook
34	Neethuharii/Scream-Detection Human Scream Detection and Analysis for Controlling Crime Rate using Machine...	17	Experimental	4	Jupyter Notebook
35	Rahafzsh/SpeechEmotionsRecognition Deep Learning models are used for audio emotion classification for six...	17	Experimental	3	Jupyter Notebook
36	Nightey3s/Speech-Emotion-Recognition-using-Wav2Vec2 A Speech Emotion Recognition (SER) system using Facebook's Wav2Vec2 model...	17	Experimental	3	Jupyter Notebook
37	muhammadjunaid-ai/emotion-recognition-from-speech 🎤 AI-powered Emotion Recognition from Speech. Detects human emotions from...	15	Experimental	1	Python
38	petro-byte/video-va-regression Reproducible research pipeline for valence–arousal regression on the...	15	Experimental	1	Python
39	thejagadeesh/EMOTION-FUSION EmotionFusion: Multi-Modal Emotion Recognition Platform	15	Experimental	1	—
40	MukundaKatta/emotionmap EmotionMap — AI Affective Computing. Multi-modal emotion recognition from...	14	Experimental	—	Python
41	iam-Hemanth/Speech-Emotion-Recognition Machine learning and Deep Learning project that detects human emotions from...	14	Experimental	—	Jupyter Notebook
42	jake-chambers/eMotionaL 4th year capstone project that predicts the users emotions based on vocal analysis	14	Experimental	1	JavaScript
43	DiegoPaniagua23/multimodal-analysis-MIR Multimodal Data Analysis for Music Information Retrieval	14	Experimental	3	Jupyter Notebook
44	LEYA-HSE/BiBiER BiBiER: A Bilingual Bimodal Emotion Recognition Method with Improved...	14	Experimental	3	—
45	bolajixi/Mulitimodal-Speech-Emotion-Recognition A Tensorflow implementation of Speech Emotion Recognition using Audio...	12	Experimental	12	Jupyter Notebook
46	souradeepdutta/Speech-Emotion-Recognition-with-CNN-LSTM-CLSTM his is a Speech Emotion Recognition system that classifies emotions from...	12	Experimental	3	Jupyter Notebook
47	AhsanAkhlaq/EmotionRecoginationFromSpeech An advanced Speech Emotion Recognition (SER) system built using LSTM Neural...	12	Experimental	1	HTML
48	Kiran8053/Speech-Emotion-Recognition This project focuses on real-time Speech Emotion Recognition (SER) using the...	11	Experimental	—	HTML
49	sh4shv4t/Audio-emotion-detection-using-SNNs End-to-end PyTorch implementation of a Siamese Neural Network (SNN) that...	11	Experimental	—	Jupyter Notebook
50	SCIFER99/Training-Emotion-Detection-Systems This program consists of an Emotion Detection Training System written in Python!	11	Experimental	2	Python
51	satwik-shreshth/Sound_Detection_Scream_NonScream Real-time scream detection system using MFCC features with SVM and MLP...	11	Experimental	—	Jupyter Notebook
52	farwa-shaikh/Deep-Learning-Emotion-Detection-Model This project aims to detect emotions from speech using deep learning models....	10	Experimental	4	Jupyter Notebook
53	Rayyan9477/speech_emotion_classification This project implements a speech emotion classification system using neural...	10	Experimental	4	HTML
54	RajatYadav01/emotion-detection-using-speech-dialogue Detect emotion in a speech dialogue given as an input.	10	Experimental	1	JavaScript

Comparisons in this category

Multimodal-Emotion-Recognition and MULTIMODAL-EMOTION-RECOGNITION (51 vs 45)