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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Peng, Kuan-Chuan Karlsson, Kolbeinn Chen, Tsuhan Zhang, Dong-Qing Yu, Heather |
| Copyright Year | 2014 |
| Description | Author affiliation: Cornell University, School of Electrical and Computer Engineering, Ithaca, NY 14850 (Peng, Kuan-Chuan; Karlsson, Kolbeinn; Chen, Tsuhan) || Huawei, Futurewei Technologies, 400 Crossings Blvd, Suite 102, Bridgewater, NJ 08807 (Zhang, Dong-Qing; Yu, Heather) |
| Abstract | Most works about affective image classification in computer vision treat each emotion category independently and predict hard labels, ignoring the correlation between emotion categories. In this work, inspired by psychological theories, we adopt a dimensional emotion model to model the correlation among certain emotion categories. We also propose a framework of changing image emotion by using our emotion predictor. Easily extendable to other feature transformations, our framework changes image emotion by color histogram specification, relaxing the limitation of the previous method that each emotion is associated with a monotonic palette. Effective and comparable to the previous work of changing image emotion shown by user study, our proposed framework provides users with more flexible control in changing image emotion compared with the previous work. |
| Starting Page | 4637 |
| Ending Page | 4641 |
| File Size | 551894 |
| Page Count | 5 |
| File Format | |
| ISBN | 9781479957514 |
| DOI | 10.1109/ICIP.2014.7025940 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2014-10-27 |
| Publisher Place | France |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Image color analysis Databases Psychology Predictive models Correlation Histograms Image edge detection emotion prediction Emotion modification dimensional emotion model |
| Content Type | Text |
| Resource Type | Article |
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