FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3048992506> ?p ?o ?g. }

• W3048992506 startingPage "043018" @default.
• W3048992506 abstract "Riemannian manifold has attracted an increasing amount of attention for visual classification tasks, especially for video or image set classification. Covariance matrices are the natural second-order statistics of image sets. However, nonsingular covariance matrices, known as symmetric positive defined (SPD) matrices, lie on the non-Euclidean Riemannian manifold (SPD manifold). Covariance discriminative learning (CDL) is an effective discriminative learning method that employs the Riemannian manifold in the SPD kernel space. However, in practice, the discriminative learning of CDL often suffers from the problems of poor generalization and overfitting caused by a finite number of training samples and noise corruption. Hence, we propose to address these problems by importing eigenspectrum regularization and graph-embedded frameworks. Discriminative learning with SPD manifold is generalized by the graph-embedded framework, which combines with eigenspectrum regularization in the SPD kernel space. Three local Laplacian graphs of graph-embedded framework and two eigenspectrum regularized models are incorporated to the proposed method. Comprehensive mathematical deduction of the proposed method is depicted with the “kernel tricks.” Experimental results on set-based face recognition and object categorization tasks reveal the effectiveness of the proposed method." @default.
• W3048992506 created "2020-08-21" @default.
• W3048992506 creator A5029827598 @default.
• W3048992506 creator A5069957703 @default.
• W3048992506 creator A5080368180 @default.
• W3048992506 creator A5088058763 @default.
• W3048992506 date "2020-08-01" @default.
• W3048992506 modified "2023-09-23" @default.
• W3048992506 title "Regularized graph-embedded covariance discriminative learning for image set classification" @default.
• W3048992506 cites W1556074820 @default.
• W3048992506 cites W1820849028 @default.
• W3048992506 cites W1851814560 @default.
• W3048992506 cites W1928812244 @default.
• W3048992506 cites W1964470356 @default.
• W3048992506 cites W1985809919 @default.
• W3048992506 cites W1986964250 @default.
• W3048992506 cites W1996939238 @default.
• W3048992506 cites W2000771160 @default.
• W3048992506 cites W2010770092 @default.
• W3048992506 cites W2021012145 @default.
• W3048992506 cites W2031794871 @default.
• W3048992506 cites W2041657594 @default.
• W3048992506 cites W2052964740 @default.
• W3048992506 cites W2066986622 @default.
• W3048992506 cites W2084944189 @default.
• W3048992506 cites W2088900896 @default.
• W3048992506 cites W2091804476 @default.
• W3048992506 cites W2103250033 @default.
• W3048992506 cites W2116022929 @default.
• W3048992506 cites W2118300173 @default.
• W3048992506 cites W2121647436 @default.
• W3048992506 cites W2123921160 @default.
• W3048992506 cites W2124925761 @default.
• W3048992506 cites W2126017757 @default.
• W3048992506 cites W2137412091 @default.
• W3048992506 cites W2143304877 @default.
• W3048992506 cites W2144093206 @default.
• W3048992506 cites W2148373517 @default.
• W3048992506 cites W2149652297 @default.
• W3048992506 cites W2150600350 @default.
• W3048992506 cites W2154189032 @default.
• W3048992506 cites W2154872931 @default.
• W3048992506 cites W2156222070 @default.
• W3048992506 cites W2160888808 @default.
• W3048992506 cites W2162813111 @default.
• W3048992506 cites W2165554381 @default.
• W3048992506 cites W2171928062 @default.
• W3048992506 cites W2741668914 @default.
• W3048992506 cites W3097096317 @default.
• W3048992506 cites W3119651796 @default.
• W3048992506 cites W566612420 @default.
• W3048992506 doi "https://doi.org/10.1117/1.jei.29.4.043018" @default.
• W3048992506 hasPublicationYear "2020" @default.
• W3048992506 type Work @default.
• W3048992506 sameAs 3048992506 @default.
• W3048992506 citedByCount "1" @default.
• W3048992506 countsByYear W30489925062022 @default.
• W3048992506 crossrefType "journal-article" @default.
• W3048992506 hasAuthorship W3048992506A5029827598 @default.
• W3048992506 hasAuthorship W3048992506A5069957703 @default.
• W3048992506 hasAuthorship W3048992506A5080368180 @default.
• W3048992506 hasAuthorship W3048992506A5088058763 @default.
• W3048992506 hasConcept C105795698 @default.
• W3048992506 hasConcept C114614502 @default.
• W3048992506 hasConcept C115178988 @default.
• W3048992506 hasConcept C132525143 @default.
• W3048992506 hasConcept C153180895 @default.
• W3048992506 hasConcept C154945302 @default.
• W3048992506 hasConcept C178650346 @default.
• W3048992506 hasConcept C202444582 @default.
• W3048992506 hasConcept C2779593128 @default.
• W3048992506 hasConcept C33923547 @default.
• W3048992506 hasConcept C41008148 @default.
• W3048992506 hasConcept C62799726 @default.
• W3048992506 hasConcept C74193536 @default.
• W3048992506 hasConcept C80444323 @default.
• W3048992506 hasConcept C80884492 @default.
• W3048992506 hasConcept C97931131 @default.
• W3048992506 hasConceptScore W3048992506C105795698 @default.
• W3048992506 hasConceptScore W3048992506C114614502 @default.
• W3048992506 hasConceptScore W3048992506C115178988 @default.
• W3048992506 hasConceptScore W3048992506C132525143 @default.
• W3048992506 hasConceptScore W3048992506C153180895 @default.
• W3048992506 hasConceptScore W3048992506C154945302 @default.
• W3048992506 hasConceptScore W3048992506C178650346 @default.
• W3048992506 hasConceptScore W3048992506C202444582 @default.
• W3048992506 hasConceptScore W3048992506C2779593128 @default.
• W3048992506 hasConceptScore W3048992506C33923547 @default.
• W3048992506 hasConceptScore W3048992506C41008148 @default.
• W3048992506 hasConceptScore W3048992506C62799726 @default.
• W3048992506 hasConceptScore W3048992506C74193536 @default.
• W3048992506 hasConceptScore W3048992506C80444323 @default.
• W3048992506 hasConceptScore W3048992506C80884492 @default.
• W3048992506 hasConceptScore W3048992506C97931131 @default.
• W3048992506 hasIssue "4" @default.
• W3048992506 hasLocation W30489925061 @default.
• W3048992506 hasOpenAccess W3048992506 @default.
• W3048992506 hasPrimaryLocation W30489925061 @default.
• W3048992506 hasRelatedWork W1515954165 @default.

• next