Content-Based Image Retrieval at the End of the Early Years
IEEE Transactions on Pattern Analysis and Machine Intelligence
Modeling the Shape of the Scene: A Holistic Representation of the Spatial Envelope
International Journal of Computer Vision
Review of the State of the Art in Semantic Scene Classification
Review of the State of the Art in Semantic Scene Classification
Usage patterns of collaborative tagging systems
Journal of Information Science
CHI '06 Extended Abstracts on Human Factors in Computing Systems
Exploring social annotations for the semantic web
Proceedings of the 15th international conference on World Wide Web
Computer
Why we tag: motivations for annotation in mobile and online media
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Seam carving for content-aware image resizing
ACM SIGGRAPH 2007 papers
Towards automatic extraction of event and place semantics from flickr tags
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
WI '07 Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence
Can social bookmarking improve web search?
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Image retrieval: Ideas, influences, and trends of the new age
ACM Computing Surveys (CSUR)
What drives content tagging: the case of photos on Flickr
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Flickr tag recommendation based on collective knowledge
Proceedings of the 17th international conference on World Wide Web
Toward Bridging the Annotation-Retrieval Gap in Image Search
IEEE MultiMedia
Automatic Semantic Annotation of Real-World Web Images
IEEE Transactions on Pattern Analysis and Machine Intelligence
Extending Folksonomies for Image Tagging
WIAMIS '08 Proceedings of the 2008 Ninth International Workshop on Image Analysis for Multimedia Interactive Services
Natural scene classification using overcomplete ICA
Pattern Recognition
Indoor vs. outdoor scene classification in digital photographs
Pattern Recognition
Ontologies are us: a unified model of social networks and semantics
ISWC'05 Proceedings of the 4th international conference on The Semantic Web
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
Enrichment and Ranking of the YouTube Tag Space and Integration with the Linked Data Cloud
ISWC '09 Proceedings of the 8th International Semantic Web Conference
Social tagging revamped: supporting the users' need of self-promotion through persuasive techniques
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
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The popularity of social media sharing sites such as Flickr has driven a significant amount of research on the analysis of information contained in the tags used to annotate images. Many of such tags are not useful to describe the contents of an image and are often labeled as not descriptive or even noisy. In this work we focus on the descriptiveness of a tag in an exploratory way, within a relatively narrow domain, and with the help of a visual classifier. Preliminary experimental results demonstrate the possibility to infer descriptiveness of tags from a joint analysis of tag entropy calculations and the results of an automated visual classifier with a limited number of classes without taking tag content or tag co-occurrence into account. We postulate that these experiments can be extended and improved toward a working solution that might answer the question: Given a semantic category, which tags would you use for searching an image from that category?