FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3133188977> ?p ?o ?g. }

• W3133188977 abstract "Many problems across computer vision and the natural sciences require the analysis of spherical data, for which representations may be learned efficiently by encoding equivariance to rotational symmetries. We present a generalized spherical CNN framework that encompasses various existing approaches and allows them to be leveraged alongside each other. The only existing non-linear spherical CNN layer that is strictly equivariant has complexity O(C2L5), where C is a measure of representational capacity and L the spherical harmonic bandlimit. Such a high computational cost often prohibits the use of strictly equivariant spherical CNNs. We develop two new strictly equivariant layers with reduced complexity O(CL4) and O(CL3log⁡L), making larger, more expressive models computationally feasible. Moreover, we adopt efficient sampling theory to achieve further computational savings. We show that these developments allow the construction of more expressive hybrid models that achieve state-of-the-art accuracy and parameter efficiency on spherical benchmark problems." @default.
• W3133188977 created "2021-03-01" @default.
• W3133188977 creator A5004463594 @default.
• W3133188977 creator A5014041950 @default.
• W3133188977 creator A5014128572 @default.
• W3133188977 creator A5024368070 @default.
• W3133188977 creator A5026671424 @default.
• W3133188977 creator A5063867536 @default.
• W3133188977 creator A5087090605 @default.
• W3133188977 date "2021-05-03" @default.
• W3133188977 modified "2023-09-23" @default.
• W3133188977 title "Efficient Generalized Spherical CNNs" @default.
• W3133188977 cites W1530353871 @default.
• W3133188977 cites W1986655361 @default.
• W3133188977 cites W1994906459 @default.
• W3133188977 cites W1995955249 @default.
• W3133188977 cites W2010297713 @default.
• W3133188977 cites W2045145094 @default.
• W3133188977 cites W2104489082 @default.
• W3133188977 cites W2107260249 @default.
• W3133188977 cites W2134207659 @default.
• W3133188977 cites W2153693853 @default.
• W3133188977 cites W2157636069 @default.
• W3133188977 cites W2256007849 @default.
• W3133188977 cites W2751706698 @default.
• W3133188977 cites W2788775653 @default.
• W3133188977 cites W2796422723 @default.
• W3133188977 cites W2914520121 @default.
• W3133188977 cites W2937458416 @default.
• W3133188977 cites W2963504932 @default.
• W3133188977 cites W2963737468 @default.
• W3133188977 cites W3015694949 @default.
• W3133188977 cites W3036272921 @default.
• W3133188977 cites W642667799 @default.
• W3133188977 hasPublicationYear "2021" @default.
• W3133188977 type Work @default.
• W3133188977 sameAs 3133188977 @default.
• W3133188977 citedByCount "2" @default.
• W3133188977 countsByYear W31331889772021 @default.
• W3133188977 crossrefType "proceedings-article" @default.
• W3133188977 hasAuthorship W3133188977A5004463594 @default.
• W3133188977 hasAuthorship W3133188977A5014041950 @default.
• W3133188977 hasAuthorship W3133188977A5014128572 @default.
• W3133188977 hasAuthorship W3133188977A5024368070 @default.
• W3133188977 hasAuthorship W3133188977A5026671424 @default.
• W3133188977 hasAuthorship W3133188977A5063867536 @default.
• W3133188977 hasAuthorship W3133188977A5087090605 @default.
• W3133188977 hasConcept C11413529 @default.
• W3133188977 hasConcept C124101348 @default.
• W3133188977 hasConcept C13280743 @default.
• W3133188977 hasConcept C134306372 @default.
• W3133188977 hasConcept C171036898 @default.
• W3133188977 hasConcept C179799912 @default.
• W3133188977 hasConcept C185798385 @default.
• W3133188977 hasConcept C202444582 @default.
• W3133188977 hasConcept C205649164 @default.
• W3133188977 hasConcept C2524010 @default.
• W3133188977 hasConcept C2780009758 @default.
• W3133188977 hasConcept C33923547 @default.
• W3133188977 hasConcept C3768446 @default.
• W3133188977 hasConcept C41008148 @default.
• W3133188977 hasConcept C80444323 @default.
• W3133188977 hasConcept C96469262 @default.
• W3133188977 hasConceptScore W3133188977C11413529 @default.
• W3133188977 hasConceptScore W3133188977C124101348 @default.
• W3133188977 hasConceptScore W3133188977C13280743 @default.
• W3133188977 hasConceptScore W3133188977C134306372 @default.
• W3133188977 hasConceptScore W3133188977C171036898 @default.
• W3133188977 hasConceptScore W3133188977C179799912 @default.
• W3133188977 hasConceptScore W3133188977C185798385 @default.
• W3133188977 hasConceptScore W3133188977C202444582 @default.
• W3133188977 hasConceptScore W3133188977C205649164 @default.
• W3133188977 hasConceptScore W3133188977C2524010 @default.
• W3133188977 hasConceptScore W3133188977C2780009758 @default.
• W3133188977 hasConceptScore W3133188977C33923547 @default.
• W3133188977 hasConceptScore W3133188977C3768446 @default.
• W3133188977 hasConceptScore W3133188977C41008148 @default.
• W3133188977 hasConceptScore W3133188977C80444323 @default.
• W3133188977 hasConceptScore W3133188977C96469262 @default.
• W3133188977 hasLocation W31331889771 @default.
• W3133188977 hasOpenAccess W3133188977 @default.
• W3133188977 hasPrimaryLocation W31331889771 @default.
• W3133188977 hasRelatedWork W1152513078 @default.
• W3133188977 hasRelatedWork W1480705632 @default.
• W3133188977 hasRelatedWork W1564781888 @default.
• W3133188977 hasRelatedWork W1633284878 @default.
• W3133188977 hasRelatedWork W2073616882 @default.
• W3133188977 hasRelatedWork W2077002020 @default.
• W3133188977 hasRelatedWork W2087382696 @default.
• W3133188977 hasRelatedWork W2502673344 @default.
• W3133188977 hasRelatedWork W2745081948 @default.
• W3133188977 hasRelatedWork W2799073004 @default.
• W3133188977 hasRelatedWork W2805390168 @default.
• W3133188977 hasRelatedWork W2914344989 @default.
• W3133188977 hasRelatedWork W2937931882 @default.
• W3133188977 hasRelatedWork W2945214828 @default.
• W3133188977 hasRelatedWork W2974594665 @default.
• W3133188977 hasRelatedWork W3093919077 @default.
• W3133188977 hasRelatedWork W3099020824 @default.
• W3133188977 hasRelatedWork W3099688644 @default.

• next