About: Stochastic Recognition of Regular Structures in Facade Images

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
rdfs:seeAlso	http://www.am.sanken.osaka-u.ac.jp/CVA/
Description	We present a method for recognition of structured images and demonstrate it on the detection of windows in facade images. Given an ability to obtain local low-level data evidence on primitive elements of a structure (like window in a facade image), we determine their most probable number, attribute values (location, size) and neighborhood relation. The embedded structure is weakly modeled by pair-wise attribute constraints, which allow structure and attributes to mutually support each other. We use a very general framework of reversible jump MCMC, which allows simple implementation of a specific structure model and plug-in of almost arbitrary element classifiers. We have chosen the domain of window recognition in facade images to demonstrate that the result is an efficient algorithm achieving performance of other strongly informed methods for regular structures. We present a method for recognition of structured images and demonstrate it on the detection of windows in facade images. Given an ability to obtain local low-level data evidence on primitive elements of a structure (like window in a facade image), we determine their most probable number, attribute values (location, size) and neighborhood relation. The embedded structure is weakly modeled by pair-wise attribute constraints, which allow structure and attributes to mutually support each other. We use a very general framework of reversible jump MCMC, which allows simple implementation of a specific structure model and plug-in of almost arbitrary element classifiers. We have chosen the domain of window recognition in facade images to demonstrate that the result is an efficient algorithm achieving performance of other strongly informed methods for regular structures. (en)
Title	Stochastic Recognition of Regular Structures in Facade Images Stochastic Recognition of Regular Structures in Facade Images (en)
skos:prefLabel	Stochastic Recognition of Regular Structures in Facade Images Stochastic Recognition of Regular Structures in Facade Images (en)
skos:notation	RIV/68407700:21230/12:00200270!RIV14-GA0-21230___
http://linked.open...avai/riv/aktivita	P
http://linked.open...avai/riv/aktivity	P(GAP103/12/1578)
http://linked.open...iv/cisloPeriodika	May
http://linked.open...vai/riv/dodaniDat	2014
http://linked.open...aciTvurceVysledku	Tyleček, Radim Šára, Radim
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	České vysoké učení technické v Praze / Fakulta elektrotechnická
http://linked.open...dnocenehoVysledku	171466
http://linked.open...ai/riv/idVysledku	RIV/68407700:21230/12:00200270
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	structural recognition; stochastic inference; MCMC; facades; windows (en)
http://linked.open.../riv/klicoveSlovo	MCMC facades stochastic inference structural recognition windows
http://linked.open...odStatuVydavatele	JP - Japonsko
http://linked.open...ontrolniKodProRIV	[0AAD689DF630]
http://linked.open...i/riv/nazevZdroje	IPSJ Transactions on Computer Vision and Applications (CVA)
http://linked.open...in/vavai/riv/obor	JD
http://linked.open...ichTvurcuVysledku	2 (xsd:int)
http://linked.open...cetTvurcuVysledku	2 (xsd:int)
http://linked.open...vavai/riv/projekt	Structural and Semantic Modeling of Architecture as a Digital Image Interpretation Problem
http://linked.open...UplatneniVysledku	2012
http://linked.open...v/svazekPeriodika	4
http://linked.open...iv/tvurceVysledku	Tyleček, Radim Šára, Radim
issn	1882-6695
number of pages	8 (xsd:int)
http://bibframe.org/vocab/doi	10.2197/ipsjtcva.4.63
http://localhost/t...ganizacniJednotka	21230

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