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GitHub topics: multimodal-emotion-recognition

Sanchemtos/Multi-Label-Emotion-Recognition

This project focuses on detecting multiple emotions from English text using a fine-tuned **BERT** model. It leverages the [GoEmotions](https://huggingface.co/datasets/go_emotions) dataset — a large-scale human-annotated dataset of Reddit comments labeled with 27 emotions + neutral.

Language: Jupyter Notebook - Size: 118 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 0 - Forks: 0

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: 8 days ago - Pushed at: 7 months ago - Stars: 332 - Forks: 44

rishiswethan/Video-Audio-Face-Emotion-Recognition

The repo contains an audio emotion detection model, facial emotion detection model, and a model that combines both these models to predict emotions from a video

Language: Jupyter Notebook - Size: 126 MB - Last synced at: 6 days ago - Pushed at: over 1 year ago - Stars: 73 - Forks: 19

abikaki/awesome-speech-emotion-recognition

😎 Awesome lists about Speech Emotion Recognition

Size: 6.03 MB - Last synced at: 8 days ago - Pushed at: 5 months ago - Stars: 84 - Forks: 4

ankurbhatia24/MULTIMODAL-EMOTION-RECOGNITION

Human Emotion Understanding using multimodal dataset.

Language: Jupyter Notebook - Size: 5.72 MB - Last synced at: 2 days ago - Pushed at: almost 5 years ago - Stars: 97 - Forks: 24

shamanez/Self-Supervised-Embedding-Fusion-Transformer

The code for our IEEE ACCESS (2020) paper Multimodal Emotion Recognition with Transformer-Based Self Supervised Feature Fusion.

Language: Python - Size: 4.65 MB - Last synced at: 23 days ago - Pushed at: over 3 years ago - Stars: 119 - Forks: 22

declare-lab/MELD

MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversation

Language: Python - Size: 7.97 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 890 - Forks: 215

Demfier/multimodal-speech-emotion-recognition

Lightweight and Interpretable ML Model for Speech Emotion Recognition and Ambiguity Resolution (trained on IEMOCAP dataset)

Language: Jupyter Notebook - Size: 11.9 MB - Last synced at: 11 days ago - Pushed at: over 1 year ago - Stars: 415 - Forks: 86

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: 23 days ago - Pushed at: about 4 years ago - Stars: 120 - Forks: 11

NUSTM/UniVA

A Unimodal Valence-Arousal Driven Contrastive Learning Framework for Multimodal Multi-Label Emotion Recognition (ACM MM 2024 oral)

Language: Python - Size: 11.6 MB - Last synced at: 4 months ago - Pushed at: 6 months ago - Stars: 11 - Forks: 0

katerynaCh/MMA-DFER

This repository provides the codes for MMA-DFER: multimodal (audiovisual) emotion recognition method. This is an official implementation for the paper MMA-DFER: MultiModal Adaptation of unimodal models for Dynamic Facial Expression Recognition in-the-wild.

Language: Python - Size: 1.77 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 10 - Forks: 1

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: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

MIntelligence-Group/SpeechImg_EmoRec

Published in Springer Multimedia Tools and Applications Journal.

Size: 181 KB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0

Vincent-ZHQ/DMER

A survey of deep multimodal emotion recognition.

Size: 143 KB - Last synced at: 12 months ago - Pushed at: about 3 years ago - Stars: 44 - Forks: 4

rofe-dl/emotion-recognition-ensemble-learning

Emotion recognition from Speech & Text using different heterogeneous ensemble learning methods

Language: Jupyter Notebook - Size: 3.46 MB - Last synced at: 12 months ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 2

INTERSPEECH-2024/MER

Official repo for "Multi-Corpus Emotion Recognition Method based on Cross-Modal Gated Attention Fusion" in INTERSPEECH 2024

Language: Python - Size: 3.37 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

nhattruongpham/mmser

SERVER: Multi-modal Speech Emotion Recognition using Transformer-based and Vision-based Embeddings

Language: Jupyter Notebook - Size: 2.83 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 0

anita-hu/MSAF

Offical implementation of paper "MSAF: Multimodal Split Attention Fusion"

Language: Python - Size: 101 MB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 59 - Forks: 9

winston-lin-wei-cheng/MultiScale-Chunk-Regularization

audio-text multimodal emotion recognition model which is robust to missing data

Language: Python - Size: 188 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

bolajixi/Mulitimodal-Speech-Emotion-Recognition

A Tensorflow implementation of Speech Emotion Recognition using Audio signals and Text Data

Language: Jupyter Notebook - Size: 330 KB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 8 - Forks: 0

Damorgal/Multimodal-Research-experiments

All experiments were done to classify multimodal data.

Size: 161 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

Related Keywords
multimodal-emotion-recognition 21 emotion-recognition 10 speech-emotion-recognition 7 multimodal-sentiment-analysis 5 deep-learning 5 multimodal-deep-learning 4 iemocap 3 machine-learning 3 emotion-detection 3 sentiment-analysis 2 multimodal-representation 2 self-supervised-learning 2 tensorflow 2 pytorch 2 librosa 2 human-computer-interaction 2 emotion 2 audio-emotion-detection 2 python3 2 arousal 2 bert-model 2 contrastive-learning 2 valence 2 valence-arousal 2 information-fusion 1 ser 1 realtime-emotion-recognition 1 missing-data-treatment 1 pretrained-model 1 fastapi 1 robust-modeling 1 emonet-speech 1 keras-tensorflow 1 tensorflow2 1 emonet 1 facial-expression-recognition 1 facial-expression-analysis 1 audiovisual-emotion-recognition 1 audiovisual 1 pretrained-models 1 multimodal-datasets 1 fine-tuning 1 transformer-models 1 scikit-learn 1 vggish 1 action-recognition 1 cmu-mosei 1 text-embedding 1 multimodal-learning 1 gpu-support 1 audio-embedding 1 attention-lstm 1 transformers 1 interspeech2024 1 interspeech 1 gated-feature-fusion 1 ntu-rgbd 1 computational-linguistics 1 ravdess 1 supervised-classification 1 iemocap-database 1 audio-text-modeling 1 ensemble-machine-learning 1 ensemble-learning 1 survey 1 review 1 interpretability 1 pandas 1 deep-neural-networks 1 awesome-list 1 awesome 1 artificial-intelligence 1 affective-computing 1 facial-emotion-detection 1 facial-emotion 1 face-emotion-recognition 1 emotion-classification 1 speech 1 emotions-recognition 1 emotions 1 datasets 1 audio-datasets 1 audio 1 transformation 1 sigmoid-function 1 label-encoding 1 jupyter-notebook 1 huggingface 1 feature-engineering 1 face-recognition 1 lstm 1 personality-traits 1 personality-profiling 1 multimodal-interactions 1 emotion-recognition-in-conversation 1 dialogue-systems 1 dialogue 1 conversational-ai 1 chatbot 1 bert 1