OpenCodePapers

multimodal-sentiment-analysis-on-mosi

Sentiment AnalysisMultimodal Sentiment Analysis
Dataset Link
Results over time
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Leaderboard
PaperCodeAccuracyF1 scoreModelNameReleaseDate
Multimodal Multi-loss Fusion Network for Sentiment Analysis✓ Link90.3590.35MMML2023-08-01
Speech-Text Dialog Pre-training for Spoken Dialog Understanding with Explicit Cross-Modal Alignment✓ Link87.50SPECTRA2023-05-19
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition✓ Link86.986.42UniMSE2022-11-21
Cross-Modal BERT for Text-Audio Sentiment Analysis✓ Link84.5%84.5%CM-BERT2020-10-12
Gated Mechanism for Attention Based Multimodal Sentiment Analysis83.91%81.17Proposed: B2 + B4 w/ multimodal fusion2020-02-21
Multimodal Transformer for Unaligned Multimodal Language Sequences✓ Link8382.8MulT2019-06-01
Contextual Inter-modal Attention for Multi-modal Sentiment Analysis✓ Link82.31%MMMU-BA2018-10-01
Multilogue-Net: A Context-Aware RNN for Multi-modal Emotion Detection and Sentiment Analysis in Conversation✓ Link81.19Multilogue-Net2020-07-01
Context-Dependent Sentiment Analysis in User-Generated Videos✓ Link80.3%bc-LSTM2017-07-01
Multi-attention Recurrent Network for Human Communication Comprehension✓ Link77.1%MARN2018-02-03
Multimodal Sentiment Analysis using Hierarchical Fusion with Context Modeling✓ Link76.5%CHFusion2018-06-16