Matches in SemOpenAlex for { <https://semopenalex.org/work/W4318433457> ?p ?o ?g. }
Showing items 1 to 90 of
90
with 100 items per page.
- W4318433457 endingPage "1247" @default.
- W4318433457 startingPage "1237" @default.
- W4318433457 abstract "Few-shot class-incremental learning (FSCIL) means identifying new classes in a few samples while not forgetting the old ones. The challenge of this task is that new class has only few supervised information during the learning process. Aiming to boost the performance of FSCIL, we propose a novel method in this paper. To be clear, our method has two contributions as follows. First, we elegantly employ the principal component analysis (PCA) and adopt a model with a strong prior for feature extracting, specifically, we decouple the feature extractor from classifier in the incremental learning process. Second, we innovatively introduce the data augmentation during the learning process of FSCIL to enhance the sample diversity and get a more accurate class prototype based on enriched samples. Excellent experimental results on CIFAR-100, miniImageNet, and CUB200 datasets verify the superiority of our method, compared to several existing methods." @default.
- W4318433457 created "2023-01-29" @default.
- W4318433457 creator A5004051069 @default.
- W4318433457 creator A5034654778 @default.
- W4318433457 creator A5053193108 @default.
- W4318433457 creator A5069400032 @default.
- W4318433457 creator A5089286645 @default.
- W4318433457 date "2023-01-01" @default.
- W4318433457 modified "2023-09-27" @default.
- W4318433457 title "Knowledge Representation by Generic Models for Few-Shot Class-Incremental Learning" @default.
- W4318433457 cites W2560647685 @default.
- W4318433457 cites W2884282566 @default.
- W4318433457 cites W2954929116 @default.
- W4318433457 cites W2963304222 @default.
- W4318433457 cites W2963588172 @default.
- W4318433457 cites W2964189064 @default.
- W4318433457 cites W2995139074 @default.
- W4318433457 cites W3035081753 @default.
- W4318433457 cites W3035342403 @default.
- W4318433457 cites W3094953068 @default.
- W4318433457 cites W3174868646 @default.
- W4318433457 cites W3175270254 @default.
- W4318433457 cites W3175771944 @default.
- W4318433457 cites W3176779063 @default.
- W4318433457 cites W3177494822 @default.
- W4318433457 cites W4226134030 @default.
- W4318433457 doi "https://doi.org/10.1007/978-3-031-20738-9_134" @default.
- W4318433457 hasPublicationYear "2023" @default.
- W4318433457 type Work @default.
- W4318433457 citedByCount "0" @default.
- W4318433457 crossrefType "book-chapter" @default.
- W4318433457 hasAuthorship W4318433457A5004051069 @default.
- W4318433457 hasAuthorship W4318433457A5034654778 @default.
- W4318433457 hasAuthorship W4318433457A5053193108 @default.
- W4318433457 hasAuthorship W4318433457A5069400032 @default.
- W4318433457 hasAuthorship W4318433457A5089286645 @default.
- W4318433457 hasConcept C111919701 @default.
- W4318433457 hasConcept C117978034 @default.
- W4318433457 hasConcept C119857082 @default.
- W4318433457 hasConcept C124101348 @default.
- W4318433457 hasConcept C127413603 @default.
- W4318433457 hasConcept C138885662 @default.
- W4318433457 hasConcept C153180895 @default.
- W4318433457 hasConcept C154945302 @default.
- W4318433457 hasConcept C21880701 @default.
- W4318433457 hasConcept C27438332 @default.
- W4318433457 hasConcept C2776401178 @default.
- W4318433457 hasConcept C2777212361 @default.
- W4318433457 hasConcept C2780735816 @default.
- W4318433457 hasConcept C41008148 @default.
- W4318433457 hasConcept C41895202 @default.
- W4318433457 hasConcept C7149132 @default.
- W4318433457 hasConcept C95623464 @default.
- W4318433457 hasConcept C98045186 @default.
- W4318433457 hasConceptScore W4318433457C111919701 @default.
- W4318433457 hasConceptScore W4318433457C117978034 @default.
- W4318433457 hasConceptScore W4318433457C119857082 @default.
- W4318433457 hasConceptScore W4318433457C124101348 @default.
- W4318433457 hasConceptScore W4318433457C127413603 @default.
- W4318433457 hasConceptScore W4318433457C138885662 @default.
- W4318433457 hasConceptScore W4318433457C153180895 @default.
- W4318433457 hasConceptScore W4318433457C154945302 @default.
- W4318433457 hasConceptScore W4318433457C21880701 @default.
- W4318433457 hasConceptScore W4318433457C27438332 @default.
- W4318433457 hasConceptScore W4318433457C2776401178 @default.
- W4318433457 hasConceptScore W4318433457C2777212361 @default.
- W4318433457 hasConceptScore W4318433457C2780735816 @default.
- W4318433457 hasConceptScore W4318433457C41008148 @default.
- W4318433457 hasConceptScore W4318433457C41895202 @default.
- W4318433457 hasConceptScore W4318433457C7149132 @default.
- W4318433457 hasConceptScore W4318433457C95623464 @default.
- W4318433457 hasConceptScore W4318433457C98045186 @default.
- W4318433457 hasLocation W43184334571 @default.
- W4318433457 hasOpenAccess W4318433457 @default.
- W4318433457 hasPrimaryLocation W43184334571 @default.
- W4318433457 hasRelatedWork W1570833164 @default.
- W4318433457 hasRelatedWork W3126776133 @default.
- W4318433457 hasRelatedWork W3127669944 @default.
- W4318433457 hasRelatedWork W3152401989 @default.
- W4318433457 hasRelatedWork W3173986289 @default.
- W4318433457 hasRelatedWork W4287234591 @default.
- W4318433457 hasRelatedWork W4287241069 @default.
- W4318433457 hasRelatedWork W4322720718 @default.
- W4318433457 hasRelatedWork W4377371552 @default.
- W4318433457 hasRelatedWork W4378713429 @default.
- W4318433457 isParatext "false" @default.
- W4318433457 isRetracted "false" @default.
- W4318433457 workType "book-chapter" @default.