Matches in SemOpenAlex for { <https://semopenalex.org/work/W2998132712> ?p ?o ?g. }
Showing items 1 to 74 of
74
with 100 items per page.
- W2998132712 endingPage "10712" @default.
- W2998132712 startingPage "10704" @default.
- W2998132712 abstract "We introduce the isoperimetric loss as a regularization criterion for learning the map from a visual representation to a semantic embedding, to be used to transfer knowledge to unknown classes in a zero-shot learning setting. We use a pre-trained deep neural network model as a visual representation of image data, a Word2Vec embedding of class labels, and linear maps between the visual and semantic embedding spaces. However, the spaces themselves are not linear, and we postulate the sample embedding to be populated by noisy samples near otherwise smooth manifolds. We exploit the graph structure defined by the sample points to regularize the estimates of the manifolds by inferring the graph connectivity using a generalization of the isoperimetric inequalities from Riemannian geometry to graphs. Surprisingly, this regularization alone, paired with the simplest baseline model, outperforms the state-of-the-art among fully automated methods in zero-shot learning benchmarks such as AwA and CUB. This improvement is achieved solely by learning the structure of the underlying spaces by imposing regularity." @default.
- W2998132712 created "2020-01-10" @default.
- W2998132712 creator A5013722821 @default.
- W2998132712 creator A5038328783 @default.
- W2998132712 creator A5090707978 @default.
- W2998132712 date "2020-04-03" @default.
- W2998132712 modified "2023-09-25" @default.
- W2998132712 title "Zero Shot Learning with the Isoperimetric Loss" @default.
- W2998132712 doi "https://doi.org/10.1609/aaai.v34i07.6698" @default.
- W2998132712 hasPublicationYear "2020" @default.
- W2998132712 type Work @default.
- W2998132712 sameAs 2998132712 @default.
- W2998132712 citedByCount "2" @default.
- W2998132712 countsByYear W29981327122020 @default.
- W2998132712 crossrefType "journal-article" @default.
- W2998132712 hasAuthorship W2998132712A5013722821 @default.
- W2998132712 hasAuthorship W2998132712A5038328783 @default.
- W2998132712 hasAuthorship W2998132712A5090707978 @default.
- W2998132712 hasBestOaLocation W29981327121 @default.
- W2998132712 hasConcept C114614502 @default.
- W2998132712 hasConcept C134306372 @default.
- W2998132712 hasConcept C140142295 @default.
- W2998132712 hasConcept C151876577 @default.
- W2998132712 hasConcept C153180895 @default.
- W2998132712 hasConcept C154945302 @default.
- W2998132712 hasConcept C165696696 @default.
- W2998132712 hasConcept C177148314 @default.
- W2998132712 hasConcept C2776135515 @default.
- W2998132712 hasConcept C33923547 @default.
- W2998132712 hasConcept C38652104 @default.
- W2998132712 hasConcept C41008148 @default.
- W2998132712 hasConcept C41608201 @default.
- W2998132712 hasConcept C70266181 @default.
- W2998132712 hasConcept C70518039 @default.
- W2998132712 hasConcept C80444323 @default.
- W2998132712 hasConceptScore W2998132712C114614502 @default.
- W2998132712 hasConceptScore W2998132712C134306372 @default.
- W2998132712 hasConceptScore W2998132712C140142295 @default.
- W2998132712 hasConceptScore W2998132712C151876577 @default.
- W2998132712 hasConceptScore W2998132712C153180895 @default.
- W2998132712 hasConceptScore W2998132712C154945302 @default.
- W2998132712 hasConceptScore W2998132712C165696696 @default.
- W2998132712 hasConceptScore W2998132712C177148314 @default.
- W2998132712 hasConceptScore W2998132712C2776135515 @default.
- W2998132712 hasConceptScore W2998132712C33923547 @default.
- W2998132712 hasConceptScore W2998132712C38652104 @default.
- W2998132712 hasConceptScore W2998132712C41008148 @default.
- W2998132712 hasConceptScore W2998132712C41608201 @default.
- W2998132712 hasConceptScore W2998132712C70266181 @default.
- W2998132712 hasConceptScore W2998132712C70518039 @default.
- W2998132712 hasConceptScore W2998132712C80444323 @default.
- W2998132712 hasIssue "07" @default.
- W2998132712 hasLocation W29981327121 @default.
- W2998132712 hasLocation W29981327122 @default.
- W2998132712 hasLocation W29981327123 @default.
- W2998132712 hasOpenAccess W2998132712 @default.
- W2998132712 hasPrimaryLocation W29981327121 @default.
- W2998132712 hasRelatedWork W2017135302 @default.
- W2998132712 hasRelatedWork W2025578174 @default.
- W2998132712 hasRelatedWork W2048832139 @default.
- W2998132712 hasRelatedWork W2128363075 @default.
- W2998132712 hasRelatedWork W2766664464 @default.
- W2998132712 hasRelatedWork W2920877369 @default.
- W2998132712 hasRelatedWork W2998132712 @default.
- W2998132712 hasRelatedWork W4243436042 @default.
- W2998132712 hasRelatedWork W4288414868 @default.
- W2998132712 hasRelatedWork W62533899 @default.
- W2998132712 hasVolume "34" @default.
- W2998132712 isParatext "false" @default.
- W2998132712 isRetracted "false" @default.
- W2998132712 magId "2998132712" @default.
- W2998132712 workType "article" @default.