| 2019 |
Multimodal Transformer for Unaligned Multimodal Language Sequences |
MulT |
ACL |
link |
code |
| 2020 |
CM-BERT: Cross-Modal BERT for Text-Audio Sentiment Analysis |
CM-BERT |
ACM MM |
link |
code |
| 2020 |
Integrating Multimodal Information in Large Pretrained Transformers |
MAG |
ACL |
link |
code |
| 2020 |
MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis |
MISA |
ACM MM |
link |
code |
| 2021 |
Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis |
BBFN |
ICMI |
link |
code |
| 2021 |
CTNet: Conversational Transformer Network for Emotion Recognition |
CTNet |
IEEE-ACM T AUDIO SPE |
link |
- |
| 2021 |
Hybrid Contrastive Learning of Tri-Modal Representation for Multimodal Sentiment Analysis |
HyCon |
Under Review |
link |
- |
| 2021 |
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis |
MMIM |
EMNLP |
link |
code |
| 2021 |
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis |
Self-MM |
AAAI |
link |
code |
| 2021 |
MSAF: Multimodal Split Attention Fusion |
MSAF |
Under Review |
link |
- |
| 2022 |
AMOA: Global Acoustic Feature Enhanced Modal-Order-Aware Network for Multimodal Sentiment Analysis |
AMOA |
COLING |
link |
- |
| 2022 |
BAFN: Bi-direction Attention based Fusion Network for Multimodal Sentiment Analysis |
BAFN |
TCSVT |
link |
- |
| 2022 |
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection |
CLMLF |
NAACL |
link |
code |
| 2022 |
Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment Analysis |
CLUE |
ACM MM |
link |
code |
| 2022 |
CubeMLP: An MLP-based Model for Multimodal Sentiment Analysis and Depression Estimation |
CubeMLP |
ACM MM |
link |
- |
| 2022 |
Disentangled Representation Learning for Multimodal Emotion Recognition |
FDMER |
ACM MM |
link |
- |
| 2022 |
Dynamically Adjust Word Representations Using Unaligned Multimodal Information |
CHFN |
ACM MM |
link |
- |
| 2022 |
EmoCaps: Emotion Capsule based Model for Conversational Emotion Recognition |
EmoCaps |
ACL |
link |
- |
| 2022 |
FEW-SHOT MULTIMODAL SENTIMENT ANALYSIS BASED ON MULTIMODAL PROBABILISTIC FUSION PROMPTS |
MultiPoint |
Under Review |
link |
code |
| 2022 |
Leveraging Multi-modal Interactions among the Intermediate Representations of Deep Transformers for Emotion Recognition |
RILA |
ACM MM |
link |
- |
| 2022 |
M-SENA: An Integrated Platform for Multimodal Sentiment Analysis |
M-SENA |
ACL |
link |
code |
| 2022 |
Multimodal Contrastive Learning via Uni-Modal Coding and Cross-Modal Prediction for Multimodal Sentiment Analysis |
MMCL |
EMNLP |
link |
- |
| 2022 |
Multimodal Information Bottleneck: Learning Minimal Sufficient Unimodal and Multimodal Representations |
MIB |
TMM |
link |
code |
| 2022 |
MULTIMODAL SENTIMENT ANALYSIS ON UNALIGNED SEQUENCES VIA HOLOGRAPHIC EMBEDDING |
HEMT |
ICASSP |
link |
- |
| 2022 |
Multimodal Temporal Attention in Sentiment Analysis |
MMTA |
ACM MM |
link |
- |
| 2022 |
TVLT: Textless Vision-Language Transformer |
TVLT |
NeurIPS |
link |
code |
| 2022 |
Unified Multi-modal Pre-training for Few-shot Sentiment Analysis with Prompt-based Learning |
UP-MPF |
ACM MM |
link |
code |
| 2022 |
UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition |
UniMSE |
EMNLP |
link |
code |
| 2023 |
A Deep Multi-level Attentive Network for Multimodal Sentiment Analysis |
DMLANet |
ACM MM |
link |
- |
| 2023 |
PS-Mixer: A Polar-Vector and Strength-Vector Mixer Model for Multimodal Sentiment Analysis |
PS-Mixer |
IPM |
link |
link |