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https://doi.org/10.1109/ICIP.2010.5651833
Title: | Aesthetic quality assessment of consumer photos with faces | Authors: | Li C. Gallagher A. Loui A.C. Chen T. |
Keywords: | Aesthetic visual quality Faces Photo assessment Social relationship |
Issue Date: | 2010 | Citation: | Li C., Gallagher A., Loui A.C., Chen T. (2010). Aesthetic quality assessment of consumer photos with faces. Proceedings - International Conference on Image Processing, ICIP : 3221-3224. ScholarBank@NUS Repository. https://doi.org/10.1109/ICIP.2010.5651833 | Abstract: | Automatically assessing the subjective quality of a photo is a challenging area in visual computing. Previous works study the aesthetic quality assessment on a general set of photos regardless of the photo's content and mainly use features extracted from the entire image. In this work, we focus on a specific genre of photos: consumer photos with faces. This group of photos constitutes an important part of consumer photo collections. We first conduct an online study on Mechanical Turk to collect ground-truth and subjective opinions for a database of consumer photos with faces. We then extract technical features, perceptual features, and social relationship features to represent the aesthetic quality of a photo, by focusing on face-related regions. Experiments show that our features perform well for categorizing or predicting the aesthetic quality. | Source Title: | Proceedings - International Conference on Image Processing, ICIP | URI: | http://scholarbank.nus.edu.sg/handle/10635/146167 | ISBN: | 9781424479948 | ISSN: | 15224880 | DOI: | 10.1109/ICIP.2010.5651833 |
Appears in Collections: | Staff Publications |
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