Multimodal sentiment analysis: a survey of methods, trends, and challenges

R Das, TD Singh - ACM Computing Surveys, 2023 - dl.acm.org
Sentiment analysis has come long way since it was introduced as a natural language
processing task nearly 20 years ago. Sentiment analysis aims to extract the underlying …

Sentiment analysis using deep learning architectures: a review

A Yadav, DK Vishwakarma - Artificial Intelligence Review, 2020 - Springer
Social media is a powerful source of communication among people to share their sentiments
in the form of opinions and views about any topic or article, which results in an enormous …

Sixteen facial expressions occur in similar contexts worldwide

AS Cowen, D Keltner, F Schroff, B Jou, H Adam… - Nature, 2021 - nature.com
Understanding the degree to which human facial expressions co-vary with specific social
contexts across cultures is central to the theory that emotions enable adaptive responses to …

What you feel, is what you like influence of message appeals on customer engagement on Instagram

R Rietveld, W Van Dolen… - Journal of Interactive …, 2020 - journals.sagepub.com
Visual-based social media are growing exponentially and have become an integrated part
of the customer engagement strategy of many brands. Prior work points to the textual …

A survey of multimodal sentiment analysis

M Soleymani, D Garcia, B Jou, B Schuller… - Image and Vision …, 2017 - Elsevier
Sentiment analysis aims to automatically uncover the underlying attitude that we hold
towards an entity. The aggregation of these sentiment over a population represents opinion …

Affective image content analysis: Two decades review and new perspectives

S Zhao, X Yao, J Yang, G Jia, G Ding… - … on Pattern Analysis …, 2021 - ieeexplore.ieee.org
Images can convey rich semantics and induce various emotions in viewers. Recently, with
the rapid advancement of emotional intelligence and the explosive growth of visual data …

A survey of sentiment analysis from social media data

K Chakraborty, S Bhattacharyya… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In the current era of automation, machines are constantly being channelized to provide
accurate interpretations of what people express on social media. The human race nowadays …

A survey on sentiment analysis and opinion mining for social multimedia

Z Li, Y Fan, B Jiang, T Lei, W Liu - Multimedia Tools and Applications, 2019 - Springer
Social media sentiment analysis (also known as opinion mining) which aims to extract
people's opinions, attitudes and emotions from social networks has become a research …

From pixels to sentiment: Fine-tuning CNNs for visual sentiment prediction

V Campos, B Jou, X Giro-i-Nieto - Image and Vision Computing, 2017 - Elsevier
Visual multimedia have become an inseparable part of our digital social lives, and they often
capture moments tied with deep affections. Automated visual sentiment analysis tools can …

An image-text consistency driven multimodal sentiment analysis approach for social media

Z Zhao, H Zhu, Z Xue, Z Liu, J Tian, MCH Chua… - Information Processing & …, 2019 - Elsevier
Social media users are increasingly using both images and text to express their opinions
and share their experiences, instead of only using text in the conventional social media …