Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287777498> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4287777498 abstract "A large amount of research on Convolutional Neural Networks has focused on flat Classification in the multi-class domain. In the real world, many problems are naturally expressed as problems of hierarchical classification, in which the classes to be predicted are organized in a hierarchy of classes. In this paper, we propose a new architecture for hierarchical classification of images, introducing a stack of deep linear layers with cross-entropy loss functions and center loss combined. The proposed architecture can extend any neural network model and simultaneously optimizes loss functions to discover local hierarchical class relationships and a loss function to discover global information from the whole class hierarchy while penalizing class hierarchy violations. We experimentally show that our hierarchical classifier presents advantages to the traditional classification approaches finding application in computer vision tasks." @default.
- W4287777498 created "2022-07-26" @default.
- W4287777498 creator A5001926523 @default.
- W4287777498 creator A5009383701 @default.
- W4287777498 creator A5054778549 @default.
- W4287777498 date "2020-05-18" @default.
- W4287777498 modified "2023-10-16" @default.
- W4287777498 title "Learn Class Hierarchy using Convolutional Neural Networks" @default.
- W4287777498 doi "https://doi.org/10.48550/arxiv.2005.08622" @default.
- W4287777498 hasPublicationYear "2020" @default.
- W4287777498 type Work @default.
- W4287777498 citedByCount "0" @default.
- W4287777498 crossrefType "posted-content" @default.
- W4287777498 hasAuthorship W4287777498A5001926523 @default.
- W4287777498 hasAuthorship W4287777498A5009383701 @default.
- W4287777498 hasAuthorship W4287777498A5054778549 @default.
- W4287777498 hasBestOaLocation W42877774981 @default.
- W4287777498 hasConcept C119857082 @default.
- W4287777498 hasConcept C123657996 @default.
- W4287777498 hasConcept C124101348 @default.
- W4287777498 hasConcept C142362112 @default.
- W4287777498 hasConcept C153180895 @default.
- W4287777498 hasConcept C153349607 @default.
- W4287777498 hasConcept C154945302 @default.
- W4287777498 hasConcept C162324750 @default.
- W4287777498 hasConcept C167981619 @default.
- W4287777498 hasConcept C199360897 @default.
- W4287777498 hasConcept C2777212361 @default.
- W4287777498 hasConcept C2781289151 @default.
- W4287777498 hasConcept C31170391 @default.
- W4287777498 hasConcept C34447519 @default.
- W4287777498 hasConcept C41008148 @default.
- W4287777498 hasConcept C50644808 @default.
- W4287777498 hasConcept C73752529 @default.
- W4287777498 hasConcept C81363708 @default.
- W4287777498 hasConcept C95623464 @default.
- W4287777498 hasConceptScore W4287777498C119857082 @default.
- W4287777498 hasConceptScore W4287777498C123657996 @default.
- W4287777498 hasConceptScore W4287777498C124101348 @default.
- W4287777498 hasConceptScore W4287777498C142362112 @default.
- W4287777498 hasConceptScore W4287777498C153180895 @default.
- W4287777498 hasConceptScore W4287777498C153349607 @default.
- W4287777498 hasConceptScore W4287777498C154945302 @default.
- W4287777498 hasConceptScore W4287777498C162324750 @default.
- W4287777498 hasConceptScore W4287777498C167981619 @default.
- W4287777498 hasConceptScore W4287777498C199360897 @default.
- W4287777498 hasConceptScore W4287777498C2777212361 @default.
- W4287777498 hasConceptScore W4287777498C2781289151 @default.
- W4287777498 hasConceptScore W4287777498C31170391 @default.
- W4287777498 hasConceptScore W4287777498C34447519 @default.
- W4287777498 hasConceptScore W4287777498C41008148 @default.
- W4287777498 hasConceptScore W4287777498C50644808 @default.
- W4287777498 hasConceptScore W4287777498C73752529 @default.
- W4287777498 hasConceptScore W4287777498C81363708 @default.
- W4287777498 hasConceptScore W4287777498C95623464 @default.
- W4287777498 hasLocation W42877774981 @default.
- W4287777498 hasOpenAccess W4287777498 @default.
- W4287777498 hasPrimaryLocation W42877774981 @default.
- W4287777498 hasRelatedWork W1086253 @default.
- W4287777498 hasRelatedWork W11389402 @default.
- W4287777498 hasRelatedWork W12336802 @default.
- W4287777498 hasRelatedWork W2701911 @default.
- W4287777498 hasRelatedWork W3140435 @default.
- W4287777498 hasRelatedWork W4680410 @default.
- W4287777498 hasRelatedWork W6001892 @default.
- W4287777498 hasRelatedWork W6680660 @default.
- W4287777498 hasRelatedWork W6878516 @default.
- W4287777498 hasRelatedWork W8198582 @default.
- W4287777498 isParatext "false" @default.
- W4287777498 isRetracted "false" @default.
- W4287777498 workType "article" @default.