FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2891567162> ?p ?o ?g. }

• W2891567162 endingPage "159" @default.
• W2891567162 startingPage "155" @default.
• W2891567162 abstract "Deep learning paradigm has been shown to be a very efficient classification framework for many application scenarios, including the analysis of Light Detection and Ranging (LiDAR) data for building detection. In fact, deep learning acts as a set of mathematical transformations, encoding the raw input data into appropriate forms of representations that maximize the classification performance. However, it is clear that mathematical computations alone, even highly nonlinear, are not adequate to model the physical properties of a problem, distinguishing, for example, the building structures from vegetation. In this letter, we address this difficulty by augmenting the raw LiDAR data with features coming from a physical interpretation of the information. Then, we exploit a deep learning paradigm based on a convolutional neural network model to find out the best input representations suitable for the classification. As test sites, three complex urban study areas with various kinds of building structures through the LiDAR data set of Vaihingen, Germany were selected. Our method has been evaluated in the context of “ISPRS Test Project on Urban Classification and 3-D Building Reconstruction.” Comparisons with traditional methods, such as artificial neural networks and support vector machine-based classifiers, indicate the outperformance of the proposed approach in terms of robustness and efficiency." @default.
• W2891567162 created "2018-09-27" @default.
• W2891567162 creator A5018539810 @default.
• W2891567162 creator A5033117805 @default.
• W2891567162 creator A5069572205 @default.
• W2891567162 date "2019-01-01" @default.
• W2891567162 modified "2023-10-02" @default.
• W2891567162 title "Building Extraction From LiDAR Data Applying Deep Convolutional Neural Networks" @default.
• W2891567162 cites W1611818215 @default.
• W2891567162 cites W1818148823 @default.
• W2891567162 cites W1994699846 @default.
• W2891567162 cites W1996749420 @default.
• W2891567162 cites W2010980358 @default.
• W2891567162 cites W2021514131 @default.
• W2891567162 cites W2022773386 @default.
• W2891567162 cites W2032904208 @default.
• W2891567162 cites W2077264955 @default.
• W2891567162 cites W2093866254 @default.
• W2891567162 cites W2098638146 @default.
• W2891567162 cites W2410126783 @default.
• W2891567162 cites W2515344238 @default.
• W2891567162 doi "https://doi.org/10.1109/lgrs.2018.2867736" @default.
• W2891567162 hasPublicationYear "2019" @default.
• W2891567162 type Work @default.
• W2891567162 sameAs 2891567162 @default.
• W2891567162 citedByCount "53" @default.
• W2891567162 countsByYear W28915671622019 @default.
• W2891567162 countsByYear W28915671622020 @default.
• W2891567162 countsByYear W28915671622021 @default.
• W2891567162 countsByYear W28915671622022 @default.
• W2891567162 countsByYear W28915671622023 @default.
• W2891567162 crossrefType "journal-article" @default.
• W2891567162 hasAuthorship W2891567162A5018539810 @default.
• W2891567162 hasAuthorship W2891567162A5033117805 @default.
• W2891567162 hasAuthorship W2891567162A5069572205 @default.
• W2891567162 hasConcept C104317684 @default.
• W2891567162 hasConcept C108583219 @default.
• W2891567162 hasConcept C115051666 @default.
• W2891567162 hasConcept C119857082 @default.
• W2891567162 hasConcept C124101348 @default.
• W2891567162 hasConcept C127313418 @default.
• W2891567162 hasConcept C132964779 @default.
• W2891567162 hasConcept C151730666 @default.
• W2891567162 hasConcept C154945302 @default.
• W2891567162 hasConcept C165696696 @default.
• W2891567162 hasConcept C16910744 @default.
• W2891567162 hasConcept C169903167 @default.
• W2891567162 hasConcept C185592680 @default.
• W2891567162 hasConcept C199360897 @default.
• W2891567162 hasConcept C2779343474 @default.
• W2891567162 hasConcept C38652104 @default.
• W2891567162 hasConcept C41008148 @default.
• W2891567162 hasConcept C50644808 @default.
• W2891567162 hasConcept C51399673 @default.
• W2891567162 hasConcept C52622490 @default.
• W2891567162 hasConcept C55493867 @default.
• W2891567162 hasConcept C58489278 @default.
• W2891567162 hasConcept C62649853 @default.
• W2891567162 hasConcept C63479239 @default.
• W2891567162 hasConcept C76155785 @default.
• W2891567162 hasConcept C81363708 @default.
• W2891567162 hasConcept C86803240 @default.
• W2891567162 hasConceptScore W2891567162C104317684 @default.
• W2891567162 hasConceptScore W2891567162C108583219 @default.
• W2891567162 hasConceptScore W2891567162C115051666 @default.
• W2891567162 hasConceptScore W2891567162C119857082 @default.
• W2891567162 hasConceptScore W2891567162C124101348 @default.
• W2891567162 hasConceptScore W2891567162C127313418 @default.
• W2891567162 hasConceptScore W2891567162C132964779 @default.
• W2891567162 hasConceptScore W2891567162C151730666 @default.
• W2891567162 hasConceptScore W2891567162C154945302 @default.
• W2891567162 hasConceptScore W2891567162C165696696 @default.
• W2891567162 hasConceptScore W2891567162C16910744 @default.
• W2891567162 hasConceptScore W2891567162C169903167 @default.
• W2891567162 hasConceptScore W2891567162C185592680 @default.
• W2891567162 hasConceptScore W2891567162C199360897 @default.
• W2891567162 hasConceptScore W2891567162C2779343474 @default.
• W2891567162 hasConceptScore W2891567162C38652104 @default.
• W2891567162 hasConceptScore W2891567162C41008148 @default.
• W2891567162 hasConceptScore W2891567162C50644808 @default.
• W2891567162 hasConceptScore W2891567162C51399673 @default.
• W2891567162 hasConceptScore W2891567162C52622490 @default.
• W2891567162 hasConceptScore W2891567162C55493867 @default.
• W2891567162 hasConceptScore W2891567162C58489278 @default.
• W2891567162 hasConceptScore W2891567162C62649853 @default.
• W2891567162 hasConceptScore W2891567162C63479239 @default.
• W2891567162 hasConceptScore W2891567162C76155785 @default.
• W2891567162 hasConceptScore W2891567162C81363708 @default.
• W2891567162 hasConceptScore W2891567162C86803240 @default.
• W2891567162 hasIssue "1" @default.
• W2891567162 hasLocation W28915671621 @default.
• W2891567162 hasOpenAccess W2891567162 @default.
• W2891567162 hasPrimaryLocation W28915671621 @default.
• W2891567162 hasRelatedWork W2279398222 @default.
• W2891567162 hasRelatedWork W2997155179 @default.
• W2891567162 hasRelatedWork W3099765033 @default.
• W2891567162 hasRelatedWork W3156786002 @default.
• W2891567162 hasRelatedWork W4246751904 @default.

• next