Please use this identifier to cite or link to this item:
https://doi.org/10.1145/2964284.2964289
Title: | Predicting Personalized Emotion Perceptions of Social Images | Authors: | Sicheng Zhao Hongxun Yao Yue Gao Rongrong Ji,Wenlong Xie Xiaolei Jiang Tat-Seng Chua |
Issue Date: | 15-Oct-2016 | Publisher: | Association for Computing Machinery, Inc | Citation: | Sicheng Zhao, Hongxun Yao, Yue Gao, Rongrong Ji,Wenlong Xie, Xiaolei Jiang, Tat-Seng Chua (2016-10-15). Predicting Personalized Emotion Perceptions of Social Images. ACM Multimedia Conference 2016 : 1385-1394. ScholarBank@NUS Repository. https://doi.org/10.1145/2964284.2964289 | Abstract: | Images can convey rich semantics and induce various emotions to viewers. Most existing works on affective image analysis focused on predicting the dominant emotions for the majority of viewers. However, such dominant emotion is often insufficient in real-world applications, as the emotions that are induced by an image are highly subjective and different with respect to different viewers. In this paper, we propose to predict the personalized emotion perceptions of images for each individual viewer. Different types of factors that may affect personalized image emotion perceptions, including visual content, social context, temporal evolution, and location influence, are jointly investigated. Rolling multi-task hypergraph learning is presented to consistently combine these factors and a learning algorithm is designed for automatic optimization. For evaluation, we set up a large scale image emotion dataset from Flickr, named Image-Emotion-Social-Net, on both dimensional and categorical emotion representations with over 1 million images and about 8,000 users. Experiments conducted on this dataset demonstrate that the proposed method can achieve significant performance gains on personalized emotion classification, as compared to several state-oftheart approaches. © 2016 ACM. | Source Title: | ACM Multimedia Conference 2016 | URI: | https://scholarbank.nus.edu.sg/handle/10635/167292 | ISBN: | 9781450336031 | DOI: | 10.1145/2964284.2964289 |
Appears in Collections: | Staff Publications Elements |
Show full item record
Files in This Item:
File | Description | Size | Format | Access Settings | Version | |
---|---|---|---|---|---|---|
Predicting Personalized Emotion Perceptions of Social Images.pdf | 3.56 MB | Adobe PDF | OPEN | None | View/Download |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.