Photobook: content-based manipulation of image databases
International Journal of Computer Vision
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
NeTra: a toolbox for navigating large image databases
Multimedia Systems - Special issue on video content based retrieval
Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Proceedings of the 11th international conference on World Wide Web
SimRank: a measure of structural-context similarity
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Scaling personalized web search
WWW '03 Proceedings of the 12th international conference on World Wide Web
Training linear SVMs in linear time
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Imagerank: spectral techniques for structural analysis of image database
ICME '03 Proceedings of the 2003 International Conference on Multimedia and Expo - Volume 2
Dynamic personalized pagerank in entity-relation graphs
Proceedings of the 16th international conference on World Wide Web
BLINKS: ranked keyword searches on graphs
Proceedings of the 2007 ACM SIGMOD international conference on Management of data
The Google Similarity Distance
IEEE Transactions on Knowledge and Data Engineering
VisualRank: Applying PageRank to Large-Scale Image Search
IEEE Transactions on Pattern Analysis and Machine Intelligence
Proceedings of the 18th international conference on World wide web
WordNet::Similarity: measuring the relatedness of concepts
HLT-NAACL--Demonstrations '04 Demonstration Papers at HLT-NAACL 2004
Managing and Mining Graph Data
Managing and Mining Graph Data
RankCompete: simultaneous ranking and clustering of web photos
Proceedings of the 19th international conference on World wide web
Towards semantic knowledge propagation from text corpus to web images
Proceedings of the 20th international conference on World wide web
Social Network Data Analytics
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The problem of image search has been studied extensively in recent years because of the large and increasing repositories of images on the web, social media, and other linked networks. Most of the available techniques for keyword-based image search on the web use the text in the surrounding or linked text in order to retrieve related images. Many image repositories on the web are built upon social media platforms such as Flickr. Such platforms provide a rich level of information in terms of the user linkage information to images, tags or other comments which are contributed by the users. It is reasonable to assume that the content of the images, users and other social cues such as tags and comments are often related to one another. Therefore, such cues can be useful for improving the effectiveness of search and ranking algorithms. In this paper, we propose SocialRank, which is a technique for using social hints in order to improve the image search and ranking process. Furthermore, we propose a holistic framework to combine social tags, social network text, linkage between actors and images, as well as the actual image features in order to create a ranking technique for image search. We design a PageRank-like method which can combine these different methods in order to provide an effective method for image search and ranking in social networks.