FotoFile: a consumer multimedia organization and retrieval system
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
User's relevance criteria in image retrieval in American history
Information Processing and Management: an International Journal - Issues of context in information retrieval
Learning Object Categories from Google"s Image Search
ICCV '05 Proceedings of the Tenth IEEE International Conference on Computer Vision - Volume 2
The Design of High-Level Features for Photo Quality Assessment
CVPR '06 Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Volume 1
To search or to label?: predicting the performance of search-based automatic image classifiers
MIR '06 Proceedings of the 8th ACM international workshop on Multimedia information retrieval
EnjoyPhoto: a vertical image search engine for enjoying high-quality photos
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Proceedings of the 15th international conference on Multimedia
Pagerank for product image search
Proceedings of the 17th international conference on World Wide Web
Reranking Methods for Visual Search
IEEE MultiMedia
Photo and Video Quality Evaluation: Focusing on the Subject
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part III
Studying aesthetics in photographic images using a computational approach
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part III
Supporting personal photo storytelling for social albums
Proceedings of the international conference on Multimedia
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Semantic analysis and retrieval in personal and social photo collections
Multimedia Tools and Applications
OSCAR: On-Site Composition and Aesthetics Feedback Through Exemplars for Photographers
International Journal of Computer Vision
Leveraging user comments for aesthetic aware image search reranking
Proceedings of the 21st international conference on World Wide Web
Towards category-based aesthetic models of photographs
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Hi-index | 0.00 |
In recent years, there has been a proliferation of consumer digital photographs taken and stored in both personal and online repositories. As the amount of user-generated digital photos increases, there is a growing need for efficient ways to search for relevant images to be shared with friends and family. Text-query based search approaches rely heavily on the similarity between the input textual query and the tags added by users to the digital content. Unfortunately, text-query based search results might include a large number of relevant photos, all of them containing very similar tags, but with varying levels of image quality and aesthetic appeal. In this paper we introduce an image re-ranking algorithm that takes into account the aesthetic appeal of the images retrieved by a consumer image sharing site search engine (Google's Picasa Web Album). In order to do so, we extend a state-of-the-art image aesthetic appeal algorithm by incorporating a set of features aimed at consumer photographs. The results of a controlled user study with 37 participants reveal that image aesthetics play a varying role on the selected images depending on the query type and on the user preferences.