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GitHub topics: multimodal-sentiment-analysis

microsoft/UniVL

An official implementation for " UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generation"

Language: Python - Size: 219 KB - Last synced at: 1 day ago - Pushed at: 9 months ago - Stars: 351 - Forks: 56

thuiar/MMSA-FET

A Tool for extracting multimodal features from videos.

Language: Python - Size: 24.4 MB - Last synced at: 10 days ago - Pushed at: about 2 years ago - Stars: 165 - Forks: 22

Haoyu-ha/LNLN

Towards Robust Multimodal Sentiment Analysis with Incomplete Data

Language: Python - Size: 29.3 KB - Last synced at: 13 days ago - Pushed at: 13 days ago - Stars: 53 - Forks: 4

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: 2 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: 13 days ago - Pushed at: about 1 year ago - Stars: 890 - Forks: 215

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

declare-lab/Multimodal-Infomax

This repository contains the official implementation code of the paper Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis, accepted at EMNLP 2021.

Language: Python - Size: 145 KB - Last synced at: 14 days ago - Pushed at: about 2 years ago - Stars: 179 - Forks: 34

declare-lab/BBFN

This repository contains the implementation of the paper -- Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis

Language: Python - Size: 1.25 MB - Last synced at: 8 days ago - Pushed at: about 2 years ago - Stars: 71 - Forks: 14

taco-group/DecAlign

A novel cross-modal decoupling and alignment framework for multimodal representation learning.

Language: JavaScript - Size: 13.8 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 1 - Forks: 0

declare-lab/MM-Align

[EMNLP 2022] This repository contains the official implementation of the paper "MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences"

Language: Python - Size: 284 KB - Last synced at: 8 days ago - Pushed at: about 1 year ago - Stars: 28 - Forks: 2

declare-lab/contextual-utterance-level-multimodal-sentiment-analysis

Context-Dependent Sentiment Analysis in User-Generated Videos

Language: Python - Size: 57.8 MB - Last synced at: 8 days ago - Pushed at: about 2 years ago - Stars: 124 - Forks: 41

declare-lab/multimodal-deep-learning

This repository contains various models targetting multimodal representation learning, multimodal fusion for downstream tasks such as multimodal sentiment analysis.

Language: OpenEdge ABL - Size: 181 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 801 - Forks: 157

christosojan/MSA_in_Indian_Languages

Implementation of Dense Fusion Network with Multimodal Residual (DFMR) for Multi-modal Sentiment Analysis(MSA) in native Indian Languages like Malayalam by integrating Multi-modal information from Multimedia. The model processes the textual, visual, and auditory modalities of the video to classify the sentiment into five categories.

Language: Jupyter Notebook - Size: 31.3 MB - Last synced at: 10 days ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

NUSTM/FacialMMT

A Facial Expression-Aware Multimodal Multi-task Learning Framework for Emotion Recognition in Multi-party Conversations (ACL 2023)

Language: Python - Size: 6.63 MB - Last synced at: 3 months ago - Pushed at: 6 months ago - Stars: 62 - Forks: 3

XL2248/MSCTD

Code and Data for the ACL22 main conference paper "MSCTD: A Multimodal Sentiment Chat Translation Dataset"

Language: Python - Size: 99.8 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 40 - Forks: 3

Haoyu-ha/ALMT

Learning Language-guided Adaptive Hyper-modality Representation for Multimodal Sentiment Analysis

Language: Python - Size: 52.7 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 60 - Forks: 6

declare-lab/hfusion

Multimodal sentiment analysis using hierarchical fusion with context modeling

Language: Python - Size: 1.55 MB - Last synced at: 8 days ago - Pushed at: about 2 years ago - Stars: 44 - Forks: 22

declare-lab/MSA-Robustness

NAACL 2022 paper on Analyzing Modality Robustness in Multimodal Sentiment Analysis

Language: Python - Size: 3.43 MB - Last synced at: 8 days ago - Pushed at: about 2 years ago - Stars: 31 - Forks: 5

ttrikn/PBDD

Codes for paper:A Prompt-Based Learning Approach for Few-Shot Social Media Depression Detection

Language: Python - Size: 3.33 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

mongodb-developer/Google-Cloud-Sentiment-Chef

Sentiment Analysis, Summarization, Tagging with MongoDB Atlas and Gemini — Google Cloud's AI model

Language: TypeScript - Size: 206 KB - Last synced at: 15 days ago - Pushed at: 10 months ago - Stars: 12 - Forks: 4

Vamos66/MTAMW

Language: Python - Size: 1.52 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 5 - Forks: 0

PreferredAI/vista-net

Code for the paper "VistaNet: Visual Aspect Attention Network for Multimodal Sentiment Analysis", AAAI'19

Language: Python - Size: 18.6 KB - Last synced at: 12 months ago - Pushed at: about 2 years ago - Stars: 89 - Forks: 19

imadhou/multimodal-sentiment-analysis

Multimodal sentiment analysis

Language: Jupyter Notebook - Size: 1.34 MB - Last synced at: 12 months ago - Pushed at: almost 2 years ago - Stars: 8 - Forks: 2

ttrikn/EMVAS

Open source code for paper: End-to-End Multimodal Emotion Visualization Analysis System

Language: Python - Size: 914 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 0

Vincent-ZHQ/DMER

A survey of deep multimodal emotion recognition.

Size: 143 KB - Last synced at: 11 months ago - Pushed at: almost 3 years ago - Stars: 44 - Forks: 4

thuiar/MMSA

MMSA is a unified framework for Multimodal Sentiment Analysis.

Language: Python - Size: 9.08 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 553 - Forks: 99

WangJingyao07/Multimodal-Sentiment-Analysis-for-Health-Navigation

Emotion recognition methods through facial expression, speeches, audios, and multimodal data

Language: Jupyter Notebook - Size: 2.43 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 6 - Forks: 0

elsobhano/Multimodal-Emotion-Recognition

Multimodal Emotion Recognition using ClipBERT.

Language: Python - Size: 880 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - 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

shOh-ai/Personalized_Emotion-Analysis_using_Multi-modal_DL

2023 1st semester -BigDataProject Team Project Page

Language: Jupyter Notebook - Size: 233 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 2

clp-research/language-models-multimodal-tasks

Official Git repository for "Hakimov, S., and Schlangen, D., (2023). Images in Language Space: Exploring the Suitability of Large Language Models for Vision & Language Tasks. Findings of the Association for Computational Linguistics (ACL 2023 Findings)"

Language: Python - Size: 17.7 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 1

ichalkiad/cryptogpcausality

This repository contains the code for the paper "Sentiment-driven statistical causality in multimodal systems", by Ioannis Chalkiadakis, Anna Zaremba, Gareth W. Peters and Michael J. Chantler.

Language: MATLAB - Size: 121 MB - Last synced at: 19 days ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 2

thuiar/Cross-Modal-BERT

CM-BERT: Cross-Modal BERT for Text-Audio Sentiment Analysis(MM2020)

Language: Python - Size: 1.79 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 76 - Forks: 23

Kaicheng-Yang0828/Multimodal-Sentiment-Analysis-Paper-list

This paper list is about multimodal sentiment analysis.

Size: 14.6 KB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 27 - Forks: 1

04mayukh/R2D2-at-SemEval-2022-Task-5-MAMI

This repository contains the code for submission made at SemEval 2022 Task 5: MAMI

Language: Jupyter Notebook - Size: 562 KB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 0

cleopatra-itn/fair_multimodal_sentiment

Code and Splits for the paper "A Fair and Comprehensive Comparison of Multimodal Tweet Sentiment Analysis Methods", In Proceedings of the 2021 Workshop on Multi-Modal Pre-Training for Multimedia Understanding (MMPT ’21), August 21, 2021,Taipei, Taiwan

Language: Python - Size: 628 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 7 - Forks: 2

sverma88/DeepCU-IJCAI19

DeepCU: Integrating Both Common and Unique Latent Information for Multimodal Sentiment Analysis, IJCAI-19

Language: Python - Size: 36.7 MB - Last synced at: almost 2 years ago - Pushed at: over 5 years ago - Stars: 19 - Forks: 8

vkeswani/IITK_Memotion_Analysis

Bimodal and Unimodal Sentiment Analysis of Internet Memes (Image+Text)

Language: Python - Size: 252 KB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 11 - Forks: 3

Fuzzytariy/CMF-DGCN

A Chinese Sentiment Analysis Model based on Transmembrane State Attention for Modal Fusion and Multimodal Dynamic Gradient Regulation.

Language: Python - Size: 4.04 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 3 - Forks: 0

A2Zadeh/TensorFusionNetwork

EMNLP 2017 (Oral): Tensor Fusion Network for Multimodal Sentiment Analysis Code

Language: Python - Size: 13.7 KB - Last synced at: about 2 years ago - Pushed at: about 6 years ago - Stars: 56 - Forks: 13

Baibhav-nag/Multimodal-emotion-recognition

Multimodal emotion recognition on two benchmark datasets RAVDESS and SAVEE from audio-visual information using CNN(Convolutional Neural Networks)

Language: Jupyter Notebook - Size: 10 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 2

roshansridhar/Multimodal-Sentiment-Analysis

Engaged in research to help improve to boost text sentiment analysis using facial features from video using machine learning.

Language: Jupyter Notebook - Size: 2.04 MB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 25 - Forks: 10

Related Keywords
multimodal-sentiment-analysis 42 multimodal-deep-learning 14 sentiment-analysis 11 multimodal-learning 10 emotion-recognition 8 deep-learning 6 multimodal-emotion-recognition 5 multimodal-interactions 5 emotion-detection 4 machine-learning 4 bert 3 natural-language-processing 3 multimodal-fusion 3 sentiment-classification 3 emotion 2 svm 2 speech-emotion-recognition 2 keras 2 nlp 2 tensorflow 2 facial-expression-recognition 2 multi-task-learning 2 data-fusion 2 bert-fine-tuning 2 attention-mechanism 2 multimodality 2 alignment 2 chatbot 1 cryptocurrency-exchanges 1 sparse-matrix 1 recursive-feature-elimination 1 gaussian-processes 1 pandas 1 natural-language-procressing 1 public-news 1 statistical-models 1 openface 1 text-mining 1 acmmm2020 1 cross-modal-bert 1 attention 1 deberta 1 misogyny-detection 1 dataset 1 framework 1 audio-emotion-detection 1 utterance 1 action-recognition 1 cmu-mosei 1 ntu-rgbd 1 pytorch 1 ravdess 1 language-model 1 multimodal-datasets 1 causal-inference 1 tf-idf 1 causality 1 causality-analysis 1 cryptocurrency 1 mpnet 1 logistic-regression 1 mmbt 1 mmbt-model 1 naive-bayes 1 data-cleaning 1 cross-validation 1 word2vec 1 chinese-multimodal-sentiment-analysis 1 count-vectorizer 1 multimodal-dynamic-gradient 1 classification-report 1 bag-of-words 1 python 1 transformer-architecture 1 audio-visual-features 1 cnn-model 1 roberta 1 openear 1 semeval 1 semeval-2022 1 neural-networks 1 transformers 1 nltk 1 twitter 1 moud 1 common-and-unique-information 1 mosi 1 machine-translation 1 factorization-machines 1 tensor-convolution-networks 1 cnn 1 ffnn 1 conversational-ai 1 dialogue 1 dialogue-systems 1 emotion-recognition-in-conversation 1 personality-profiling 1 personality-traits 1 affective-computing 1 artificial-intelligence 1