OpenCodePapers
multimodal-sentiment-analysis-on-mosi
Sentiment Analysis
Multimodal Sentiment Analysis
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Paper
Code
Accuracy
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F1 score
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ModelName
ReleaseDate
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Multimodal Multi-loss Fusion Network for Sentiment Analysis
✓ Link
90.35
90.35
MMML
2023-08-01
Speech-Text Dialog Pre-training for Spoken Dialog Understanding with Explicit Cross-Modal Alignment
✓ Link
87.50
SPECTRA
2023-05-19
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition
✓ Link
86.9
86.42
UniMSE
2022-11-21
Cross-Modal BERT for Text-Audio Sentiment Analysis
✓ Link
84.5%
84.5%
CM-BERT
2020-10-12
Gated Mechanism for Attention Based Multimodal Sentiment Analysis
83.91%
81.17
Proposed: B2 + B4 w/ multimodal fusion
2020-02-21
Multimodal Transformer for Unaligned Multimodal Language Sequences
✓ Link
83
82.8
MulT
2019-06-01
Contextual Inter-modal Attention for Multi-modal Sentiment Analysis
✓ Link
82.31%
MMMU-BA
2018-10-01
Multilogue-Net: A Context-Aware RNN for Multi-modal Emotion Detection and Sentiment Analysis in Conversation
✓ Link
81.19
Multilogue-Net
2020-07-01
Context-Dependent Sentiment Analysis in User-Generated Videos
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80.3%
bc-LSTM
2017-07-01
Multi-attention Recurrent Network for Human Communication Comprehension
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77.1%
MARN
2018-02-03
Multimodal Sentiment Analysis using Hierarchical Fusion with Context Modeling
✓ Link
76.5%
CHFusion
2018-06-16