近3三年多模态情感分析论文及其代码

排行榜：

在CMU-MOSE数据集排行榜

CMU-MOSEI Benchmark (Multimodal Sentiment Analysis) | Papers With Code

在MOSI数据集排行榜

MOSI Benchmark (Multimodal Sentiment Analysis) | Papers With Code

2022年

《M-SENA: An Integrated Platform for Multimodal Sentiment Analysis》

ACL；ACL ; star:317；2022

UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition

star:44; 2022;  MOSI数据排行第1

MMLatch: Bottom-up Top-down Fusion for Multimodal Sentiment Analysis

star:14; 2022; CMU-MOSEI排行第3

The MuSe 2022 Multimodal Sentiment Analysis Challenge: Humor, Emotional Reactions, and Stressstar:19;2022;

Sentiment Word Aware Multimodal Refinement for Multimodal Sentiment Analysis with ASR Errors

star:15;2022;

2021年

Bi-Bimodal Modality Fusion for Correlation-Controlled Multimodal Sentiment Analysis

star:444; 2021;

Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis

EMNLP；star:444 ；2021；CMU-MOSEI的sota4;

Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis

ACL;   star:317;  2021

​​​​​​CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks

EMNLP;   star:190; 对比学习；2021；

Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training EMNLP;   star:70; 对比学习（好像都用在ABSA上）；2021；

The MuSe 2021 Multimodal Sentiment Analysis Challenge: Sentiment, Emotion, Physiological-Emotion, and Stress

star:34; 2021;

2020年

​​​​​​CH-SIMS: A Chinese Multimodal Sentiment Analysis Dataset with Fine-grained Annotation of ModalityACL；star:317 2020

MISA: Modality-Invariant and -Specific Representations for Multimodal Sentiment Analysis

star:105; 2020