OpenCodePapers
multimodal-sentiment-analysis-on-cmu-mosi
Sentiment Analysis
Multimodal Sentiment Analysis
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Paper
Code
F1
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Acc-7
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Acc-2
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Corr
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MAE
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F1-score (Weighted)
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Acc-5
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ModelName
ReleaseDate
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Multimodal Multi-loss Fusion Network for Sentiment Analysis
✓ Link
90.35
52.72
90.35
0.8824
0.5573
60.01
MMML
2023-08-01
10,000+ Times Accelerated Robust Subset Selection (ARSS)
87.48
50.58
87.35
0.813
0.678
58.02
MCEN
2014-09-12
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition
✓ Link
86.42
48.68
86.9
0.809
0.691
UniMSE
2022-11-21
MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation Models
✓ Link
85.4
85.3
0.789
0.759
UniVL + MELTR
2023-03-23
TEASEL: A Transformer-Based Speech-Prefixed Language Model
✓ Link
85
47.52
87.5
0.836
0.64
TEASEL
2021-09-12
Adversarial Multimodal Domain Transfer for Video-Level Sentiment Analysis
84.2
84.3
0.716
VAE-AMDT
2022-05-11
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis
✓ Link
84
46.65
84.14
0.8
0.7
MMIM
2021-09-01
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis
✓ Link
82.68
45.79
82.54
0.795
0.712
self-M
2021-09-01
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis
✓ Link
82.5
43.62
82.37
0.781
0.727
MAG-BERT*
2021-09-01
Learning Language-guided Adaptive Hyper-modality Representation for Multimodal Sentiment Analysis
✓ Link
49.42
0.805
0.683
56.41
ALMT
2023-10-09
Speech-Text Dialog Pre-training for Spoken Dialog Understanding with Explicit Cross-Modal Alignment
✓ Link
87.5
SPECTRA
2023-05-19
TransModality: An End2End Fusion Method with Transformer for Multimodal Sentiment Analysis
82.71
Tri-TransModality
2020-09-07