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

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

9 February 2021

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

14 / 14 papers shown

Title
Multimodal Transformers are Hierarchical Modal-wise Heterogeneous Graphs Yijie Jin Junjie Peng Xuanchao Lin Haochen Yuan Lan Wang Cangzhi Zheng 27 0 0 02 May 2025
Omni-SILA: Towards Omni-scene Driven Visual Sentiment Identifying, Locating and Attributing in Videos Jiamin Luo Jingjing Wang Junxiao Ma Yujie Jin Shoushan Li Guodong Zhou 28 0 0 26 Feb 2025
Enhancing Multimodal Sentiment Analysis for Missing Modality through Self-Distillation and Unified Modality Cross-Attention Yuzhe Weng Haotian Wang Tian Gao Kewei Li Shutong Niu Jun Du 25 0 0 19 Oct 2024
Towards Robust Multimodal Sentiment Analysis with Incomplete Data Haoyu Zhang Wenbin Wang Tianshu Yu 24 1 0 30 Sep 2024
TCAN: Text-oriented Cross Attention Network for Multimodal Sentiment Analysis Ming Zhou Yunfei Feng Ziqi Zhou Kai Wang Tong Wang Dong-ming Yan 33 0 0 06 Apr 2024
Triple Disentangled Representation Learning for Multimodal Affective Analysis Ying Zhou Xuefeng Liang Han Chen Yin Zhao Xin Chen Lida Yu 38 3 0 29 Jan 2024
VideoAdviser: Video Knowledge Distillation for Multimodal Transfer Learning Yanan Wang Donghuo Zeng Shinya Wada Satoshi Kurihara 12 6 0 27 Sep 2023
Shared and Private Information Learning in Multimodal Sentiment Analysis with Deep Modal Alignment and Self-supervised Multi-Task Learning Songning Lai Jiakang Li Guinan Guo Xifeng Hu Yulong Li ... Yutong Liu Zhaoxia Ren Chun Wan Danmin Miao Zhi Liu SSL 28 9 0 15 May 2023
Bridging the Emotional Semantic Gap via Multimodal Relevance Estimation Chuan Zhang Daoxin Zhang Ruixiu Zhang Jiawei Li Jianke Zhu 12 1 0 03 Feb 2023
Counterfactual Reasoning for Out-of-distribution Multimodal Sentiment Analysis Teng Sun Wenjie Wang Liqiang Jing Yiran Cui Xuemeng Song Liqiang Nie OODD 6 33 0 24 Jul 2022
Analyzing Modality Robustness in Multimodal Sentiment Analysis Devamanyu Hazarika Yingting Li Bo Cheng Shuai Zhao Roger Zimmermann Soujanya Poria 23 32 0 30 May 2022
i-Code: An Integrative and Composable Multimodal Learning Framework Ziyi Yang Yuwei Fang Chenguang Zhu Reid Pryzant Dongdong Chen ... Bin Xiao Yuanxun Lu Takuya Yoshioka Michael Zeng Xuedong Huang 22 45 0 03 May 2022
TEASEL: A Transformer-Based Speech-Prefixed Language Model Mehdi Arjmand M. Dousti H. Moradi 22 18 0 12 Sep 2021
Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis Wei Han Hui Chen Soujanya Poria 19 307 0 01 Sep 2021