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@inproceedings{1331211, author = {Budíková, Petra and Batko, Michal and Botorek, Jan and Zezula, Pavel}, address = {Toulouse, France}, booktitle = {Experimental IR Meets Multilinguality, Multimodality, and Interaction - 6th International Conference of the CLEF Association, CLEF 2015}, doi = {http://dx.doi.org/10.1007/978-3-319-24027-5_36}, keywords = {image annotation; similarity search; evaluation}, howpublished = {tištěná verze "print"}, language = {eng}, location = {Toulouse, France}, isbn = {978-3-319-24026-8}, pages = {327-339}, publisher = {Springer}, title = {Search-based image annotation: Extracting semantics from similar images}, year = {2015} }
TY - JOUR ID - 1331211 AU - Budíková, Petra - Batko, Michal - Botorek, Jan - Zezula, Pavel PY - 2015 TI - Search-based image annotation: Extracting semantics from similar images PB - Springer CY - Toulouse, France SN - 9783319240268 KW - image annotation KW - similarity search KW - evaluation N2 - The importance of automatic image annotation as a tool for handling large amounts of image data has been recognized for several decades. However, working tools have long been limited to narrow-domain problems with a few target classes for which precise models could be trained. With the advance of similarity searching, it now becomes possible to employ a different approach: extracting information from large amounts of noisy web data. However, several issues need to be resolved, including the acquisition of a suitable knowledge base, choosing a suitable visual content descriptor, implementation of effective and efficient similarity search engine, and extraction of semantics from similar images. In this paper, we address these challenges and present a working annotation system based on the search-based paradigm, which achieved good results in the 2014 ImageCLEF Scalable Concept Image Annotation challenge. ER -
BUDÍKOVÁ, Petra, Michal BATKO, Jan BOTOREK a Pavel ZEZULA. Search-based image annotation: Extracting semantics from similar images. In \textit{Experimental IR Meets Multilinguality, Multimodality, and Interaction - 6th International Conference of the CLEF Association, CLEF 2015}. Toulouse, France: Springer, 2015, s.~327-339. ISBN~978-3-319-24026-8. Dostupné z: https://dx.doi.org/10.1007/978-3-319-24027-5\_{}36.
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