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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 76–100 of 202 papers

TitleStatusHype
On the Use of Modality-Specific Large-Scale Pre-Trained Encoders for Multimodal Sentiment AnalysisCode0
CAtCh: Cognitive Assessment through Cookie ThiefCode0
Multimodal Speech Emotion Recognition Using Audio and TextCode0
LLaVAC: Fine-tuning LLaVA as a Multimodal Sentiment ClassifierCode0
Denoising Bottleneck with Mutual Information Maximization for Video Multimodal FusionCode0
Multimodal Transformer for Unaligned Multimodal Language SequencesCode0
Multimodal Sentiment Analysis using Hierarchical Fusion with Context ModelingCode0
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement LearningCode0
Sentiment-enhanced Graph-based Sarcasm Explanation in DialogueCode0
Multimodal Language Analysis with Recurrent Multistage FusionCode0
Interpretable multimodal sentiment analysis based on textual modality descriptions by using large-scale language modelsCode0
Multimodal Behavioral Markers Exploring Suicidal Intent in Social Media VideosCode0
Complementary Fusion of Multi-Features and Multi-Modalities in Sentiment AnalysisCode0
Hybrid Multimodal Feature Extraction, Mining and Fusion for Sentiment AnalysisCode0
Multi-attention Recurrent Network for Human Communication ComprehensionCode0
GSIFN: A Graph-Structured and Interlaced-Masked Multimodal Transformer-based Fusion Network for Multimodal Sentiment AnalysisCode0
Graph Capsule Aggregation for Unaligned Multimodal SequencesCode0
Efficient Low-rank Multimodal Fusion with Modality-Specific FactorsCode0
Cross-Attention is Not Enough: Incongruity-Aware Dynamic Hierarchical Fusion for Multimodal Affect RecognitionCode0
Multimodal Sentiment Analysis To Explore the Structure of EmotionsCode0
Generalizable Multi-linear Attention Network—0
Correlation-Decoupled Knowledge Distillation for Multimodal Sentiment Analysis with Incomplete Modalities—0
Gated Mechanism for Attention Based Multimodal Sentiment Analysis—0
CorMulT: A Semi-supervised Modality Correlation-aware Multimodal Transformer for Sentiment Analysis—0
Findings of the Shared Task on Multimodal Sentiment Analysis and Troll Meme Classification in Dravidian Languages—0
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