Iliya Mitov
Bulgarian Academy of Sciences
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Publication
Featured researches published by Iliya Mitov.
international conference on data engineering | 2010
Krassimira Ivanova; Peter Stanchev; Evgeniya Velikova; Koen Vanhoof; Benoît Depaire; Rajkumar Kannan; Iliya Mitov; Krassimir Markov
An approach for extracting higher-level visual features for art painting classification based on MPEG-7 descriptors is presented in this paper. The MPEG 7 descriptors give a good presentation of different types of visual features, but are complex structures. This prevents their direct use into standard classification algorithms and thus requires specific processing. Our approach consists of the following steps: (1) the images are tiled into non-overlapping rectangles to capture more detailed information; (2) the tiles of the images are clustered for each MPEG 7 descriptor; (3) vector quantization is used to assign a unique value to each tile, which corresponds to the number of the cluster where the tile belongs to, in order to reduce the dimensionality of the data. Finally, the significance of the attributes and the importance of the underlying MPEG 7 descriptors for class prediction in this domain are analyzed.
International Journal of Computer Science and Artificial Intelligence | 2012
Krassimira Ivanova; Iliya Mitov; Peter Stanchev; Evgeniya Velikova
An approach for extracting higher-level visual features for art painting classification based on MPEG-7 descriptors was implemented in the system “Art Painting Image Colour Aesthetics and Semantics” (APICAS). The approach consists of the following steps: (1) tiling images into non-overlapping rectangles in order to capture more detailed local information; (2) the tiles of the images are clustered for each MPEG-7 descriptor; (3) vector quantization is used to assign a unique value to each tile, which corresponds to the number of the cluster where the tile belongs, in order to reduce the dimensionality of the data. The distribution of significance of the attributes, the importance of the underlying MPEG-7 descriptors as well as analysis of spatial granularity for class prediction in this domain are analyzed. KeywordsContent-Based Image Retrieval (CBIR); Multimedia Semantics; MPEG-7 Descriptors; Vector Quantization; Categorization
Archive | 2011
Krassimir Markov; Vitalii Velychko; Iliya Mitov; N Bilous; A Ostroushko; A Bugriy; Benoît Depaire; Koen Vanhoof; R Dimitrova; Krassimira Ivanova; A Krissilov; L Aslanyan; V Bojilov; P Burak; N Ivanova; O Korobulina; K Milenov; P Milenov; L Milenova; R Radkov; H Sahakyan; A Shutko; O Kravchenko; N Kussul; A Shelestov; S Skakun; M Becker; G Milev; I Milev; G Stangl
Archive | 2013
Krassimir Markov; Koen Vanhoof; Iliya Mitov; Benoît Depaire; Krassimira Ivanova; Vitalii Velychko; Victor Gladun
Digital Presentation and Preservation of Cultural and Scientific Heritage | 2011
Koen Vanhoof; Benoît Depaire; Iliya Mitov; Milena Dobreva; Krassimira Ivanova; Peter Stanchev
Serdica Journal of Computing | 2013
Iliya Mitov; Benoît Depaire; Krassimira Ivanova; Koen Vanhoof
Archive | 2013
Nicolas Spyratos; Peter Stanchev; Krasimira Ivanova; Iliya Mitov
Archive | 2012
Stefan Dodunekov; Zlatogor Minchev; Iliya Mitov; Krassimira Ivanova; Nina Dobrinkova; Peter Boyvalenkov; Radoslav Pavlov; Emil Kelevedzhiev
Digital Presentation and Preservation of Cultural and Scientific Heritage | 2012
Krassimira Ivanova; Iliya Mitov; Peter Stanchev; Phillip Ein-Dor; Koen Vanhoof
international conference on advances in information mining and management | 2011
Iliya Mitov; Krassimira Ivanova; Benoît Depaire; Koen Vanhoof
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