Matches in SemOpenAlex for { <https://semopenalex.org/work/W2964160928> ?p ?o ?g. }
Showing items 1 to 85 of
85
with 100 items per page.
- W2964160928 abstract "Abstract: Visual representations are defined in terms of minimal sufficient statistics of visual data, for a class of tasks, that are also invariant to nuisance variability. Minimal sufficiency guarantees that we can store a representation in lieu of raw data with smallest complexity and no performance loss on the task at hand. Invariance guarantees that the statistic is constant with respect to uninformative transformations of the data. We derive analytical expressions for such representations and show they are related to feature descriptors commonly used in computer vision, as well as to convolutional neural networks. This link highlights the assumptions and approximations tacitly assumed by these methods and explains empirical practices such as clamping, pooling and joint normalization." @default.
- W2964160928 created "2019-07-30" @default.
- W2964160928 creator A5038328783 @default.
- W2964160928 creator A5062648585 @default.
- W2964160928 date "2016-01-01" @default.
- W2964160928 modified "2023-09-23" @default.
- W2964160928 title "Visual Representations: Defining Properties and Deep Approximations" @default.
- W2964160928 hasPublicationYear "2016" @default.
- W2964160928 type Work @default.
- W2964160928 sameAs 2964160928 @default.
- W2964160928 citedByCount "2" @default.
- W2964160928 countsByYear W29641609282016 @default.
- W2964160928 countsByYear W29641609282020 @default.
- W2964160928 crossrefType "proceedings-article" @default.
- W2964160928 hasAuthorship W2964160928A5038328783 @default.
- W2964160928 hasAuthorship W2964160928A5062648585 @default.
- W2964160928 hasConcept C105795698 @default.
- W2964160928 hasConcept C119857082 @default.
- W2964160928 hasConcept C132964779 @default.
- W2964160928 hasConcept C136886441 @default.
- W2964160928 hasConcept C144024400 @default.
- W2964160928 hasConcept C153180895 @default.
- W2964160928 hasConcept C154945302 @default.
- W2964160928 hasConcept C17744445 @default.
- W2964160928 hasConcept C190470478 @default.
- W2964160928 hasConcept C19165224 @default.
- W2964160928 hasConcept C199360897 @default.
- W2964160928 hasConcept C199539241 @default.
- W2964160928 hasConcept C2776359362 @default.
- W2964160928 hasConcept C33923547 @default.
- W2964160928 hasConcept C37914503 @default.
- W2964160928 hasConcept C41008148 @default.
- W2964160928 hasConcept C70437156 @default.
- W2964160928 hasConcept C80444323 @default.
- W2964160928 hasConcept C81363708 @default.
- W2964160928 hasConcept C89128539 @default.
- W2964160928 hasConcept C94625758 @default.
- W2964160928 hasConceptScore W2964160928C105795698 @default.
- W2964160928 hasConceptScore W2964160928C119857082 @default.
- W2964160928 hasConceptScore W2964160928C132964779 @default.
- W2964160928 hasConceptScore W2964160928C136886441 @default.
- W2964160928 hasConceptScore W2964160928C144024400 @default.
- W2964160928 hasConceptScore W2964160928C153180895 @default.
- W2964160928 hasConceptScore W2964160928C154945302 @default.
- W2964160928 hasConceptScore W2964160928C17744445 @default.
- W2964160928 hasConceptScore W2964160928C190470478 @default.
- W2964160928 hasConceptScore W2964160928C19165224 @default.
- W2964160928 hasConceptScore W2964160928C199360897 @default.
- W2964160928 hasConceptScore W2964160928C199539241 @default.
- W2964160928 hasConceptScore W2964160928C2776359362 @default.
- W2964160928 hasConceptScore W2964160928C33923547 @default.
- W2964160928 hasConceptScore W2964160928C37914503 @default.
- W2964160928 hasConceptScore W2964160928C41008148 @default.
- W2964160928 hasConceptScore W2964160928C70437156 @default.
- W2964160928 hasConceptScore W2964160928C80444323 @default.
- W2964160928 hasConceptScore W2964160928C81363708 @default.
- W2964160928 hasConceptScore W2964160928C89128539 @default.
- W2964160928 hasConceptScore W2964160928C94625758 @default.
- W2964160928 hasLocation W29641609281 @default.
- W2964160928 hasOpenAccess W2964160928 @default.
- W2964160928 hasPrimaryLocation W29641609281 @default.
- W2964160928 hasRelatedWork W143167462 @default.
- W2964160928 hasRelatedWork W1505167751 @default.
- W2964160928 hasRelatedWork W1726847275 @default.
- W2964160928 hasRelatedWork W1828453565 @default.
- W2964160928 hasRelatedWork W1831667915 @default.
- W2964160928 hasRelatedWork W1934837536 @default.
- W2964160928 hasRelatedWork W2305495461 @default.
- W2964160928 hasRelatedWork W2741467864 @default.
- W2964160928 hasRelatedWork W2902709023 @default.
- W2964160928 hasRelatedWork W2907481112 @default.
- W2964160928 hasRelatedWork W2963110648 @default.
- W2964160928 hasRelatedWork W2963540955 @default.
- W2964160928 hasRelatedWork W2964210975 @default.
- W2964160928 hasRelatedWork W2994903552 @default.
- W2964160928 hasRelatedWork W2996986472 @default.
- W2964160928 hasRelatedWork W3035492409 @default.
- W2964160928 hasRelatedWork W3066673580 @default.
- W2964160928 hasRelatedWork W3120295721 @default.
- W2964160928 hasRelatedWork W3175011118 @default.
- W2964160928 hasRelatedWork W3153515333 @default.
- W2964160928 isParatext "false" @default.
- W2964160928 isRetracted "false" @default.
- W2964160928 magId "2964160928" @default.
- W2964160928 workType "article" @default.