Title :
Learning Visual Contexts for Image Annotation From Flickr Groups
Author :
Ulges, Adrian ; Worring, Marcel ; Breuel, Thomas
Author_Institution :
German Res. Center for Artificial Intell., Kaiserslautern, Germany
fDate :
4/1/2011 12:00:00 AM
Abstract :
We present an extension of automatic image annotation that takes the context of a picture into account. Our core assumption is that users do not only provide individual images to be tagged, but group their pictures into batches (e.g., all snapshots taken over the same holiday trip), whereas the images within a batch are likely to have a common style. These batches are matched with categories learned from Flickr groups, and an accurate context-specific annotation is performed.
Keywords :
image processing; image retrieval; learning systems; Flickr group; automatic image annotation; context-specific annotation; visual context learning; Content-based image retrieval; context; image annotation;
Journal_Title :
Multimedia, IEEE Transactions on
DOI :
10.1109/TMM.2010.2101051