Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288043282> ?p ?o ?g. }
Showing items 1 to 71 of
71
with 100 items per page.
- W4288043282 abstract "Few-shot class-incremental learning (FSCIL) has been proposed aiming to enable a deep learning system to incrementally learn new classes with limited data. Recently, a pioneer claims that the commonly used replay-based method in class-incremental learning (CIL) is ineffective and thus not preferred for FSCIL. This has, if truth, a significant influence on the fields of FSCIL. In this paper, we show through empirical results that adopting the data replay is surprisingly favorable. However, storing and replaying old data can lead to a privacy concern. To address this issue, we alternatively propose using data-free replay that can synthesize data by a generator without accessing real data. In observing the the effectiveness of uncertain data for knowledge distillation, we impose entropy regularization in the generator training to encourage more uncertain examples. Moreover, we propose to relabel the generated data with one-hot-like labels. This modification allows the network to learn by solely minimizing the cross-entropy loss, which mitigates the problem of balancing different objectives in the conventional knowledge distillation approach. Finally, we show extensive experimental results and analysis on CIFAR-100, miniImageNet and CUB-200 to demonstrate the effectiveness of our proposed one." @default.
- W4288043282 created "2022-07-27" @default.
- W4288043282 creator A5003642180 @default.
- W4288043282 creator A5012517550 @default.
- W4288043282 creator A5013881064 @default.
- W4288043282 creator A5063350388 @default.
- W4288043282 creator A5064393186 @default.
- W4288043282 creator A5082857859 @default.
- W4288043282 creator A5084326036 @default.
- W4288043282 date "2022-07-22" @default.
- W4288043282 modified "2023-10-17" @default.
- W4288043282 title "Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay" @default.
- W4288043282 doi "https://doi.org/10.48550/arxiv.2207.11213" @default.
- W4288043282 hasPublicationYear "2022" @default.
- W4288043282 type Work @default.
- W4288043282 citedByCount "0" @default.
- W4288043282 crossrefType "posted-content" @default.
- W4288043282 hasAuthorship W4288043282A5003642180 @default.
- W4288043282 hasAuthorship W4288043282A5012517550 @default.
- W4288043282 hasAuthorship W4288043282A5013881064 @default.
- W4288043282 hasAuthorship W4288043282A5063350388 @default.
- W4288043282 hasAuthorship W4288043282A5064393186 @default.
- W4288043282 hasAuthorship W4288043282A5082857859 @default.
- W4288043282 hasAuthorship W4288043282A5084326036 @default.
- W4288043282 hasBestOaLocation W42880432821 @default.
- W4288043282 hasConcept C106301342 @default.
- W4288043282 hasConcept C119857082 @default.
- W4288043282 hasConcept C121332964 @default.
- W4288043282 hasConcept C154945302 @default.
- W4288043282 hasConcept C163258240 @default.
- W4288043282 hasConcept C167981619 @default.
- W4288043282 hasConcept C178790620 @default.
- W4288043282 hasConcept C185592680 @default.
- W4288043282 hasConcept C204030448 @default.
- W4288043282 hasConcept C2776135515 @default.
- W4288043282 hasConcept C2777212361 @default.
- W4288043282 hasConcept C2780992000 @default.
- W4288043282 hasConcept C41008148 @default.
- W4288043282 hasConcept C62520636 @default.
- W4288043282 hasConcept C9679016 @default.
- W4288043282 hasConceptScore W4288043282C106301342 @default.
- W4288043282 hasConceptScore W4288043282C119857082 @default.
- W4288043282 hasConceptScore W4288043282C121332964 @default.
- W4288043282 hasConceptScore W4288043282C154945302 @default.
- W4288043282 hasConceptScore W4288043282C163258240 @default.
- W4288043282 hasConceptScore W4288043282C167981619 @default.
- W4288043282 hasConceptScore W4288043282C178790620 @default.
- W4288043282 hasConceptScore W4288043282C185592680 @default.
- W4288043282 hasConceptScore W4288043282C204030448 @default.
- W4288043282 hasConceptScore W4288043282C2776135515 @default.
- W4288043282 hasConceptScore W4288043282C2777212361 @default.
- W4288043282 hasConceptScore W4288043282C2780992000 @default.
- W4288043282 hasConceptScore W4288043282C41008148 @default.
- W4288043282 hasConceptScore W4288043282C62520636 @default.
- W4288043282 hasConceptScore W4288043282C9679016 @default.
- W4288043282 hasLocation W42880432821 @default.
- W4288043282 hasOpenAccess W4288043282 @default.
- W4288043282 hasPrimaryLocation W42880432821 @default.
- W4288043282 hasRelatedWork W2000422883 @default.
- W4288043282 hasRelatedWork W2540388028 @default.
- W4288043282 hasRelatedWork W2961085424 @default.
- W4288043282 hasRelatedWork W3035409869 @default.
- W4288043282 hasRelatedWork W3102109197 @default.
- W4288043282 hasRelatedWork W3128355884 @default.
- W4288043282 hasRelatedWork W3135029621 @default.
- W4288043282 hasRelatedWork W4286629047 @default.
- W4288043282 hasRelatedWork W4306674287 @default.
- W4288043282 hasRelatedWork W4224009465 @default.
- W4288043282 isParatext "false" @default.
- W4288043282 isRetracted "false" @default.
- W4288043282 workType "article" @default.