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https://hdl.handle.net/20.500.14279/3519
Τίτλος: | On the creation of visual models for keywords through crowdsourcing | Συγγραφείς: | Tsapatsoulis, Nicolas Theodosiou, Zenonas |
metadata.dc.contributor.other: | Τσαπατσούλης, Νικόλας Θεοδοσίου, Ζήνωνας |
Major Field of Science: | Natural Sciences | Field Category: | Computer and Information Sciences | Λέξεις-κλειδιά: | Crowdsourced annotation;Visual models;Low level features | Ημερομηνία Έκδοσης: | 2012 | Πηγή: | 11th International Conference on Applications of Computer Engineering, 2012, Athens, Greece, March | Περίληψη: | Crowdsourcing annotation is a recent development since a complete and elaborate annotation of the content of an image is an extremely labour-intensive and time consuming task. In this paper we examine the possibility to build accurate visual models for keywords created through crowdsourcing. Specifically, 8 different keywords related to athletics domain have been modelled using MPEG-7 and Histogram of Oriented Gradients (HOG) low level features and the Sequential Minimal Optimization (SMO) classifier. The experimental results have been examined using accuracy metrics and are very promising showing the ability of the visual models to classify the images into the 8 classes with the highest average accuracy rate of 73.13% in the purpose of the HOG features. | URI: | https://hdl.handle.net/20.500.14279/3519 | Type: | Conference Papers | Affiliation: | Cyprus University of Technology |
Εμφανίζεται στις συλλογές: | Δημοσιεύσεις σε συνέδρια /Conference papers or poster or presentation |
Αρχεία σε αυτό το τεκμήριο:
Αρχείο | Περιγραφή | Μέγεθος | Μορφότυπος | |
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Tsapatsoulis.pdf | 525.16 kB | Adobe PDF | Δείτε/ Ανοίξτε |
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