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Multimodal Sentiment Analysis

Multimodal sentiment analysis is the task of performing sentiment analysis with multiple data sources - e.g. a camera feed of someone's face and their recorded speech.

( Image credit: ICON: Interactive Conversational Memory Network for Multimodal Emotion Detection )

Papers

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Showing 176–200 of 202 papers

TitleStatusHype
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement LearningCode0
Multimodal Speech Emotion Recognition Using Audio and TextCode0
Denoising Bottleneck with Mutual Information Maximization for Video Multimodal FusionCode0
GSIFN: A Graph-Structured and Interlaced-Masked Multimodal Transformer-based Fusion Network for Multimodal Sentiment AnalysisCode0
Multimodal Language Analysis with Recurrent Multistage FusionCode0
Multimodal Behavioral Markers Exploring Suicidal Intent in Social Media VideosCode0
CAtCh: Cognitive Assessment through Cookie ThiefCode0
Multi-attention Recurrent Network for Human Communication ComprehensionCode0
On the Use of Modality-Specific Large-Scale Pre-Trained Encoders for Multimodal Sentiment AnalysisCode0
Cross-Attention is Not Enough: Incongruity-Aware Dynamic Hierarchical Fusion for Multimodal Affect RecognitionCode0
Graph Capsule Aggregation for Unaligned Multimodal SequencesCode0
Tensor Fusion Network for Multimodal Sentiment AnalysisCode0
MemoSen: A Multimodal Dataset for Sentiment Analysis of MemesCode0
Complementary Fusion of Multi-Features and Multi-Modalities in Sentiment AnalysisCode0
Multimodal Transformer for Unaligned Multimodal Language SequencesCode0
General Debiasing for Multimodal Sentiment AnalysisCode0
Found in Translation: Learning Robust Joint Representations by Cyclic Translations Between ModalitiesCode0
Efficient Low-rank Multimodal Fusion with Modality-Specific FactorsCode0
Select-Additive Learning: Improving Generalization in Multimodal Sentiment AnalysisCode0
Integrating Multimodal Information in Large Pretrained TransformersCode0
LLaVAC: Fine-tuning LLaVA as a Multimodal Sentiment ClassifierCode0
The MuSe 2024 Multimodal Sentiment Analysis Challenge: Social Perception and Humor RecognitionCode0
Sentiment-enhanced Graph-based Sarcasm Explanation in DialogueCode0
Interpretable multimodal sentiment analysis based on textual modality descriptions by using large-scale language modelsCode0
Contextual Inter-modal Attention for Multi-modal Sentiment AnalysisCode0
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