Abstract
Architectural styles are phases of development that classify architecture in the sense of historic periods, regions and cultural influences. In the scope of an image-based architectural style classification system of building facades the current paper presents the first approach, addressing the problem of architectural style classification of facade towers. Towers are architectural structural elements symbolizing power, characteristic for ecclesiastical and secular monumental buildings, such as churches and city halls. The architectural styles classified are Romanesque, Gothic and Baroque, each spanning a few centuries and geographically widely spread in Europe. The approach is based on clustering and learning of local features. Experiments, conducted on an image database of automatically segmented towers of the observed architectural styles, achieve high classification rate.
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Notes
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Google Visual Search Engine http://images.google.com.
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The KNN classifier parameter is noted K (upper case), not to confuse with k parameter of k-means clustering during codebook generation.
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A Appendix: The List of the Database Buildings
A Appendix: The List of the Database Buildings
The image database, gathered from the author’s own and Flickr image datasets to evaluate the performance of the tower segmentation approach, includes images of 35 cathedrals, churches, basilicas and city halls spread in Austria, Germany, Sweden, Czech Republic, Hungary, France, Spain, Luxemburg, England, Belgium, Switzerland and China. The author’s own share of the images is freely available to the scientific community here:
https://www.flickr.com/photos/lady_photographer/sets/72157636149550844/ The building names are listed below:
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Vienna City Hall, Austria
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Votiv church, Vienna, Austria
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Maria Treu church, Vienna, Austria
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Jesuit Church, Vienna, Austria
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Mariahilf church, Vienna, Austria
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Maria of Siege church, Vienna, Austria
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Anton church, Vienna, Austria
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Breitenfelder church, Vienna, Austria
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Franz of Assisi church, Vienna, Austria
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Altlerchenfelder church, Vienna, Austria
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Salzburg Cathedral, Austria
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Cologne Cathedral, Germany
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St. Pantaleon Church, Cologne, Germany
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Bremen Cathedral, Germany
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Fulda Cathedral, Germany
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Basilica St. Castor, Koblenz, Germany
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St. Gall Abbey, Switzerland
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Notre Dame Cathedral, Paris, France
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Reims Cathedral, France
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Abbaye Aux Hommes Caen, France
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York Minster, England
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Westminster Abbey, London, England
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Barcelona Cathedral, Spain
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Burgos Cathedral, Spain
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St. Michael and St. Gudula Cathedral, Brussels, Belgium
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Brussels City Hall, Belgium
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Church of Our Lady of Laeken, Brussels, Belgium
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St. Petrus And St. Paulus Church, Ostend, Belgium
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Loreta church, Prague, Czech Republic
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St.Peter and St.Paul Church Vysehrad, Prague, Czech Republic
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St. Mary Magdalene church, Karlovy Vary, Czech Republic
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St. Stefan’s Cathedral, Budapest, Hungary
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Church Saints Cosmas and Damian, Luxemburg
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Lund Cathedral, Sweden
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St. Michael’s Cathedral, Qingdao, China
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Shalunts, G. (2015). Architectural Style Classification of Building Facade Towers. In: Bebis, G., et al. Advances in Visual Computing. ISVC 2015. Lecture Notes in Computer Science(), vol 9474. Springer, Cham. https://doi.org/10.1007/978-3-319-27857-5_26
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DOI: https://doi.org/10.1007/978-3-319-27857-5_26
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