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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 and 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, p.~327-339. ISBN~978-3-319-24026-8. Available from: https://dx.doi.org/10.1007/978-3-319-24027-5\_{}36.
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