Analyzing Modality Robustness in Multimodal Sentiment Analysis

Analyzing Modality Robustness in Multimodal Sentiment Analysis

30 May 2022

Devamanyu Hazarika

Roger Zimmermann

Papers citing "Analyzing Modality Robustness in Multimodal Sentiment Analysis"

15 / 15 papers shown

Title
DeepMLF: Multimodal language model with learnable tokens for deep fusion in sentiment analysis Efthymios Georgiou V. Katsouros Yannis Avrithis Alexandros Potamianos 21 0 0 15 Apr 2025
Leveraging Contrastive Learning and Self-Training for Multimodal Emotion Recognition with Limited Labeled Samples Qi Fan Yutong Li Yi Xin Xinyu Cheng Guanglai Gao Miao Ma 28 4 0 23 Aug 2024
MER 2024: Semi-Supervised Learning, Noise Robustness, and Open-Vocabulary Multimodal Emotion Recognition Zheng Lian Haiyang Sun Licai Sun Zhuofan Wen Siyuan Zhang ... Bin Liu Erik Cambria Guoying Zhao Björn W. Schuller Jianhua Tao VLM 23 11 0 26 Apr 2024
Trustworthy Multimodal Fusion for Sentiment Analysis in Ordinal Sentiment Space Zhuyang Xie Yan Yang Jie Wang Xiaorong Liu Xiaofan Li 24 6 0 13 Apr 2024
A Study of Dropout-Induced Modality Bias on Robustness to Missing Video Frames for Audio-Visual Speech Recognition Yusheng Dai Hang Chen Jun Du Ruoyu Wang Shihao Chen Jie Ma Haotian Wang Chin-Hui Lee 30 4 0 07 Mar 2024
PowMix: A Versatile Regularizer for Multimodal Sentiment Analysis Efthymios Georgiou Yannis Avrithis Alexandros Potamianos 20 1 0 19 Dec 2023
Robust Multimodal Learning with Missing Modalities via Parameter-Efficient Adaptation Md Kaykobad Reza Ashley Prater-Bennette M. Salman Asif 16 4 0 06 Oct 2023
Modality Influence in Multimodal Machine Learning Abdelhamid Haouhat Slimane Bellaouar A. Nehar H. Cherroun 11 1 0 10 Jun 2023
MER 2023: Multi-label Learning, Modality Robustness, and Semi-Supervised Learning Zheng Lian Haiyang Sun Licai Sun Kang Chen Mingyu Xu ... Meng Wang Erik Cambria Guoying Zhao Björn W. Schuller Jianhua Tao 17 47 0 18 Apr 2023
Adapted Multimodal BERT with Layer-wise Fusion for Sentiment Analysis Odysseas S. Chlapanis Georgios Paraskevopoulos Alexandros Potamianos 16 9 0 01 Dec 2022
SANCL: Multimodal Review Helpfulness Prediction with Selective Attention and Natural Contrastive Learning Wei Han Hui Chen Zhen Hai Soujanya Poria Lidong Bing 28 12 0 12 Sep 2022
Efficient Multimodal Transformer with Dual-Level Feature Restoration for Robust Multimodal Sentiment Analysis Licai Sun Zheng Lian B. Liu Jianhua Tao 18 47 0 16 Aug 2022
Transfer-based adaptive tree for multimodal sentiment analysis based on user latent aspects Sana Rahmani Saeid Hosseini R. Zall M. Kangavari Sara Kamran Wenlan Hua 4 18 0 27 Jun 2021
Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis Wenmeng Yu Hua Xu Ziqi Yuan Jiele Wu SSL 45 430 0 09 Feb 2021
Removing Bias in Multi-modal Classifiers: Regularization by Maximizing Functional Entropies Itai Gat Idan Schwartz A. Schwing Tamir Hazan 39 88 0 21 Oct 2020