Unlocking the emotional world of visual media: An overview of the science, research, and impact of understanding emotion

JZ Wang, S Zhao, C Wu, RB Adams… - Proceedings of the …, 2023 - ieeexplore.ieee.org
The emergence of artificial emotional intelligence technology is revolutionizing the fields of
computers and robotics, allowing for a new level of communication and understanding of …

[PDF][PDF] Affective image content analysis: A comprehensive survey

S Zhao, G Ding, Q Huang, TS Chua, B Schuller… - 2018 - opus.bibliothek.uni-augsburg.de
Images can convey rich semantics and induce strong emotions in viewers. Recently, with the
explosive growth of visual data, extensive research efforts have been dedicated to affective …

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 …

Building a large scale dataset for image emotion recognition: The fine print and the benchmark

Q You, J Luo, H **, J Yang - Proceedings of the AAAI conference on …, 2016 - ojs.aaai.org
Psychological research results have confirmed that people can have different emotional
reactions to different visual stimuli. Several papers have been published on the problem of …

Rapid: Rating pictorial aesthetics using deep learning

X Lu, Z Lin, H **, J Yang, JZ Wang - Proceedings of the 22nd ACM …, 2014 - dl.acm.org
Effective visual features are essential for computational aesthetic quality rating systems.
Existing methods used machine learning and statistical modeling techniques on handcrafted …

Exploring principles-of-art features for image emotion recognition

S Zhao, Y Gao, X Jiang, H Yao, TS Chua… - Proceedings of the 22nd …, 2014 - dl.acm.org
Emotions can be evoked in humans by images. Most previous works on image emotion
analysis mainly used the elements-of-art-based low-level visual features. However, these …

Aesthetics and emotions in images

D Joshi, R Datta, E Fedorovskaya… - IEEE Signal …, 2011 - ieeexplore.ieee.org
In this tutorial, we define and discuss key aspects of the problem of computational inference
of aesthetics and emotion from images. We begin with a background discussion on …

[PDF][PDF] Joint Image Emotion Classification and Distribution Learning via Deep Convolutional Neural Network.

J Yang, D She, M Sun - IJCAI, 2017 - ijcai.org
Visual sentiment analysis is attracting more and more attention with the increasing tendency
to express emotions through visual contents. Recent algorithms in Convolutional Neural …

Visual sentiment prediction based on automatic discovery of affective regions

J Yang, D She, M Sun, MM Cheng… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
Automatic assessment of sentiment from visual content has gained considerable attention
with the increasing tendency of expressing opinions via images and videos online. This …

Rating image aesthetics using deep learning

X Lu, Z Lin, H **, J Yang… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
This paper investigates unified feature learning and classifier training approaches for image
aesthetics assessment. Existing methods built upon handcrafted or generic image features …