FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3128601789> ?p ?o ?g. }

• W3128601789 abstract "Multi-label zero-shot classification aims to predict multiple unseen class labels for an input image. It is more challenging than its single-label counterpart. On one hand, the unconstrained number of labels assigned to each image makes the model more easily overfit to those seen classes. On the other hand, there is a large semantic gap between seen and unseen classes in the existing multi-label classification datasets. To address these difficult issues, this paper introduces a novel multi-label zero-shot classification framework by learning to transfer from external knowledge. We observe that ImageNet is commonly used to pretrain the feature extractor and has a large and fine-grained label space. This motivates us to exploit it as external knowledge to bridge the seen and unseen classes and promote generalization. Specifically, we construct a knowledge graph including not only classes from the target dataset but also those from ImageNet. Since ImageNet labels are not available in the target dataset, we propose a novel PosVAE module to infer their initial states in the extended knowledge graph. Then we design a relational graph convolutional network (RGCN) to propagate information among classes and achieve knowledge transfer. Experimental results on two benchmark datasets demonstrate the effectiveness of the proposed approach." @default.
• W3128601789 created "2021-02-15" @default.
• W3128601789 creator A5009121711 @default.
• W3128601789 creator A5019095831 @default.
• W3128601789 creator A5032752009 @default.
• W3128601789 creator A5036357902 @default.
• W3128601789 creator A5062156254 @default.
• W3128601789 creator A5070812690 @default.
• W3128601789 creator A5076733541 @default.
• W3128601789 date "2020-07-30" @default.
• W3128601789 modified "2023-09-25" @default.
• W3128601789 title "Multi-label Zero-shot Classification by Learning to Transfer from External Knowledge." @default.
• W3128601789 cites W1797268635 @default.
• W3128601789 cites W2081580037 @default.
• W3128601789 cites W2117539524 @default.
• W3128601789 cites W2188365844 @default.
• W3128601789 cites W2194775991 @default.
• W3128601789 cites W2250539671 @default.
• W3128601789 cites W2760746198 @default.
• W3128601789 cites W2899867883 @default.
• W3128601789 cites W2951798058 @default.
• W3128601789 cites W2953820383 @default.
• W3128601789 cites W2963052338 @default.
• W3128601789 cites W2963283377 @default.
• W3128601789 cites W2966638278 @default.
• W3128601789 cites W3104069527 @default.
• W3128601789 hasPublicationYear "2020" @default.
• W3128601789 type Work @default.
• W3128601789 sameAs 3128601789 @default.
• W3128601789 citedByCount "0" @default.
• W3128601789 crossrefType "proceedings-article" @default.
• W3128601789 hasAuthorship W3128601789A5009121711 @default.
• W3128601789 hasAuthorship W3128601789A5019095831 @default.
• W3128601789 hasAuthorship W3128601789A5032752009 @default.
• W3128601789 hasAuthorship W3128601789A5036357902 @default.
• W3128601789 hasAuthorship W3128601789A5062156254 @default.
• W3128601789 hasAuthorship W3128601789A5070812690 @default.
• W3128601789 hasAuthorship W3128601789A5076733541 @default.
• W3128601789 hasConcept C115961682 @default.
• W3128601789 hasConcept C119857082 @default.
• W3128601789 hasConcept C132525143 @default.
• W3128601789 hasConcept C134306372 @default.
• W3128601789 hasConcept C150899416 @default.
• W3128601789 hasConcept C153180895 @default.
• W3128601789 hasConcept C154945302 @default.
• W3128601789 hasConcept C165696696 @default.
• W3128601789 hasConcept C177148314 @default.
• W3128601789 hasConcept C207685749 @default.
• W3128601789 hasConcept C22019652 @default.
• W3128601789 hasConcept C33923547 @default.
• W3128601789 hasConcept C38652104 @default.
• W3128601789 hasConcept C41008148 @default.
• W3128601789 hasConcept C50644808 @default.
• W3128601789 hasConcept C52622490 @default.
• W3128601789 hasConcept C75294576 @default.
• W3128601789 hasConcept C80444323 @default.
• W3128601789 hasConceptScore W3128601789C115961682 @default.
• W3128601789 hasConceptScore W3128601789C119857082 @default.
• W3128601789 hasConceptScore W3128601789C132525143 @default.
• W3128601789 hasConceptScore W3128601789C134306372 @default.
• W3128601789 hasConceptScore W3128601789C150899416 @default.
• W3128601789 hasConceptScore W3128601789C153180895 @default.
• W3128601789 hasConceptScore W3128601789C154945302 @default.
• W3128601789 hasConceptScore W3128601789C165696696 @default.
• W3128601789 hasConceptScore W3128601789C177148314 @default.
• W3128601789 hasConceptScore W3128601789C207685749 @default.
• W3128601789 hasConceptScore W3128601789C22019652 @default.
• W3128601789 hasConceptScore W3128601789C33923547 @default.
• W3128601789 hasConceptScore W3128601789C38652104 @default.
• W3128601789 hasConceptScore W3128601789C41008148 @default.
• W3128601789 hasConceptScore W3128601789C50644808 @default.
• W3128601789 hasConceptScore W3128601789C52622490 @default.
• W3128601789 hasConceptScore W3128601789C75294576 @default.
• W3128601789 hasConceptScore W3128601789C80444323 @default.
• W3128601789 hasLocation W31286017891 @default.
• W3128601789 hasOpenAccess W3128601789 @default.
• W3128601789 hasPrimaryLocation W31286017891 @default.
• W3128601789 hasRelatedWork W1720875375 @default.
• W3128601789 hasRelatedWork W1857221572 @default.
• W3128601789 hasRelatedWork W2771119646 @default.
• W3128601789 hasRelatedWork W2776922857 @default.
• W3128601789 hasRelatedWork W2950705408 @default.
• W3128601789 hasRelatedWork W2962870798 @default.
• W3128601789 hasRelatedWork W2963322224 @default.
• W3128601789 hasRelatedWork W2971921798 @default.
• W3128601789 hasRelatedWork W3015970443 @default.
• W3128601789 hasRelatedWork W3034472074 @default.
• W3128601789 hasRelatedWork W3045993181 @default.
• W3128601789 hasRelatedWork W3089555680 @default.
• W3128601789 hasRelatedWork W3118716190 @default.
• W3128601789 hasRelatedWork W3119787359 @default.
• W3128601789 hasRelatedWork W3128886180 @default.
• W3128601789 hasRelatedWork W3135745701 @default.
• W3128601789 hasRelatedWork W3152725372 @default.
• W3128601789 hasRelatedWork W3163811911 @default.
• W3128601789 hasRelatedWork W3176777339 @default.
• W3128601789 hasRelatedWork W3207613516 @default.
• W3128601789 isParatext "false" @default.
• W3128601789 isRetracted "false" @default.
• W3128601789 magId "3128601789" @default.

• next