A Comprehensive Survey on Multimodal Sentiment Analysis

Sentiment analysis is a hot topic in the field of computer vision, natural language processing, and artificial intelligence. Nowadays, people share their reviews on products and services not only through text but also via audio, video, and images. The growing need for sentiment analysis across a wide range of channels of expression has made multimodal sentiment analysis (MSA) a prominent area of study. This survey paper categorizes various MSA fusion architectures into ten distinct categories. Within each category, recent contributions are identified and discussed, highlighting their strengths and limitations. Finally, numerous applications, challenges, and future directions are explored.

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Publication Details

Published
2024-11-21
DOI
https://doi.org/10.1109/ic-sit63503.2024.10862066
Citations
2
Primary Topic
Sentiment Analysis and Opinion Mining
Type
article
Field-Weighted Citation Impact
0.69
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article

A Comprehensive Survey on Multimodal Sentiment Analysis

Sushri Samita Rout, Jasaswi Prasad Mohanty, Diana Dhal
2 citations
Sentiment Analysis and Opinion Mining
0.69
article

A Comprehensive Survey on Multimodal Sentiment Analysis

Sushri Samita Rout, Jasaswi Prasad Mohanty, Diana Dhal
article en
2 citations

Abstract

Sentiment analysis is a hot topic in the field of computer vision, natural language processing, and artificial intelligence. Nowadays, people share their reviews on products and services not only through text but also via audio, video, and images. The growing need for sentiment analysis across a wide range of channels of expression has made multimodal sentiment analysis (MSA) a prominent area of study. This survey paper categorizes various MSA fusion architectures into ten distinct categories. Within each category, recent contributions are identified and discussed, highlighting their strengths and limitations. Finally, numerous applications, challenges, and future directions are explored.

XIM University (IN), KIIT University (IN)
Decent work and economic growth
Openalex Percentile: Top 22%
Sentiment Analysis and Opinion Mining
0.69
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