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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 51–75 of 202 papers

TitleStatusHype
Multilogue-Net: A Context-Aware RNN for Multi-modal Emotion Detection and Sentiment Analysis in ConversationCode1
Multimodal Multi-loss Fusion Network for Sentiment AnalysisCode1
Exploiting BERT For Multimodal Target Sentiment Classification Through Input Space TranslationCode1
TEASEL: A Transformer-Based Speech-Prefixed Language ModelCode1
Towards Exploiting Sticker for Multimodal Sentiment Analysis in Social Media: A New Dataset and BaselineCode1
Semantic-Guided Multimodal Sentiment Decoding with Adversarial Temporal-Invariant LearningCode1
Few-shot Multimodal Sentiment Analysis based on Multimodal Probabilistic Fusion PromptsCode1
Cooperative Sentiment Agents for Multimodal Sentiment AnalysisCode1
A Transformer-based joint-encoding for Emotion Recognition and Sentiment AnalysisCode1
New Benchmark Dataset and Fine-Grained Cross-Modal Fusion Framework for Vietnamese Multimodal Aspect-Category Sentiment AnalysisCode1
UniSA: Unified Generative Framework for Sentiment AnalysisCode1
Cross-Modal BERT for Text-Audio Sentiment AnalysisCode1
On the Use of Modality-Specific Large-Scale Pre-Trained Encoders for Multimodal Sentiment AnalysisCode0
General Debiasing for Multimodal Sentiment AnalysisCode0
Found in Translation: Learning Robust Joint Representations by Cyclic Translations Between ModalitiesCode0
Select-Additive Learning: Improving Generalization in Multimodal Sentiment AnalysisCode0
Multimodal Sentiment Analysis with Word-Level Fusion and Reinforcement LearningCode0
Contextual Inter-modal Attention for Multi-modal Sentiment AnalysisCode0
Multimodal Speech Emotion Recognition Using Audio and TextCode0
Multimodal Language Analysis with Recurrent Multistage FusionCode0
Context-Dependent Sentiment Analysis in User-Generated VideosCode0
Multimodal Sentiment Analysis To Explore the Structure of EmotionsCode0
Multimodal Behavioral Markers Exploring Suicidal Intent in Social Media VideosCode0
Multimodal Sentiment Analysis using Hierarchical Fusion with Context ModelingCode0
Efficient Low-rank Multimodal Fusion with Modality-Specific FactorsCode0
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