M3SA: Multimodal Sentiment Analysis based on multi-scale feature extraction and multi-task learning

• Main Authors: LIN, Changkai, CHENG, Hongju, RAO, Qiang, YANG, Yang
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Multimodal sentiment analysis; multi-scale feature extraction; multi-task learning; multimodal data fusion; Graphics and Human Computer Interfaces; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/8755; https://ink.library.smu.edu.sg/context/sis_research/article/9758/viewcontent/2024_M3SA_Multimodalpav.pdf
• Institution: Singapore Management University

Sentiment analysis plays an indispensable part in human-computer interaction. Multimodal sentiment analysis can overcome the shortcomings of unimodal sentiment analysis by fusing multimodal data. However, how to extracte improved feature representations and how to execute effective modality fusion a...