FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4311549424> ?p ?o ?g. }

• W4311549424 endingPage "143" @default.
• W4311549424 startingPage "130" @default.
• W4311549424 abstract "Class incremental learning (CIL) aims to learn new classes from the data stream, where old class data is largely discarded due to data privacy or memory restrictions. A handful of exemplars cannot reflect the complete distribution of old classes, and the separation between old and new classes is hard to guarantee, which is an important cause of catastrophic forgetting. To overcome this problem, we first propose incremental semantics mining (ISM) to reduce the misclassification between old and new classes by excluding the semantics of old classes from the representation of new classes. Then, we propose a distillation-based representation expansion strategy to encode the incremental semantics into an additional representation space. Compared to the standard representation expansion strategy, our method features lower memory overhead and computational costs. In addition, an old model queue is proposed to facilitate the maintenance of earlier knowledge. Extensive experiments on CIFAR-100 and ImageNet datasets demonstrate the superiority of our method in both performance and parameter efficiency. Several state-of-the-art results are established under different incremental settings. Code: https://github.com/zihuanqiu/ISM-Net" @default.
• W4311549424 created "2022-12-27" @default.
• W4311549424 creator A5008589907 @default.
• W4311549424 creator A5044954967 @default.
• W4311549424 creator A5049955457 @default.
• W4311549424 creator A5075737786 @default.
• W4311549424 creator A5077165659 @default.
• W4311549424 creator A5083062470 @default.
• W4311549424 date "2023-02-01" @default.
• W4311549424 modified "2023-10-18" @default.
• W4311549424 title "ISM-Net: Mining incremental semantics for class incremental learning" @default.
• W4311549424 cites W2116522068 @default.
• W4311549424 cites W2117539524 @default.
• W4311549424 cites W2194775991 @default.
• W4311549424 cites W2473930607 @default.
• W4311549424 cites W2554616628 @default.
• W4311549424 cites W2560647685 @default.
• W4311549424 cites W2762552718 @default.
• W4311549424 cites W2884282566 @default.
• W4311549424 cites W2948734064 @default.
• W4311549424 cites W2954929116 @default.
• W4311549424 cites W2963072899 @default.
• W4311549424 cites W2963466847 @default.
• W4311549424 cites W2963588172 @default.
• W4311549424 cites W2964189064 @default.
• W4311549424 cites W2969985801 @default.
• W4311549424 cites W2972313371 @default.
• W4311549424 cites W2993032149 @default.
• W4311549424 cites W3034856281 @default.
• W4311549424 cites W3107769984 @default.
• W4311549424 cites W3107810305 @default.
• W4311549424 cites W3180392831 @default.
• W4311549424 cites W3216279502 @default.
• W4311549424 cites W4200045448 @default.
• W4311549424 cites W4205480542 @default.
• W4311549424 cites W4285741054 @default.
• W4311549424 doi "https://doi.org/10.1016/j.neucom.2022.12.029" @default.
• W4311549424 hasPublicationYear "2023" @default.
• W4311549424 type Work @default.
• W4311549424 citedByCount "1" @default.
• W4311549424 countsByYear W43115494242023 @default.
• W4311549424 crossrefType "journal-article" @default.
• W4311549424 hasAuthorship W4311549424A5008589907 @default.
• W4311549424 hasAuthorship W4311549424A5044954967 @default.
• W4311549424 hasAuthorship W4311549424A5049955457 @default.
• W4311549424 hasAuthorship W4311549424A5075737786 @default.
• W4311549424 hasAuthorship W4311549424A5077165659 @default.
• W4311549424 hasAuthorship W4311549424A5083062470 @default.
• W4311549424 hasConcept C104317684 @default.
• W4311549424 hasConcept C119857082 @default.
• W4311549424 hasConcept C124101348 @default.
• W4311549424 hasConcept C138885662 @default.
• W4311549424 hasConcept C154945302 @default.
• W4311549424 hasConcept C17744445 @default.
• W4311549424 hasConcept C184337299 @default.
• W4311549424 hasConcept C185592680 @default.
• W4311549424 hasConcept C199360897 @default.
• W4311549424 hasConcept C199539241 @default.
• W4311549424 hasConcept C2776359362 @default.
• W4311549424 hasConcept C2777212361 @default.
• W4311549424 hasConcept C2779960059 @default.
• W4311549424 hasConcept C41008148 @default.
• W4311549424 hasConcept C41895202 @default.
• W4311549424 hasConcept C55493867 @default.
• W4311549424 hasConcept C66746571 @default.
• W4311549424 hasConcept C7149132 @default.
• W4311549424 hasConcept C94625758 @default.
• W4311549424 hasConceptScore W4311549424C104317684 @default.
• W4311549424 hasConceptScore W4311549424C119857082 @default.
• W4311549424 hasConceptScore W4311549424C124101348 @default.
• W4311549424 hasConceptScore W4311549424C138885662 @default.
• W4311549424 hasConceptScore W4311549424C154945302 @default.
• W4311549424 hasConceptScore W4311549424C17744445 @default.
• W4311549424 hasConceptScore W4311549424C184337299 @default.
• W4311549424 hasConceptScore W4311549424C185592680 @default.
• W4311549424 hasConceptScore W4311549424C199360897 @default.
• W4311549424 hasConceptScore W4311549424C199539241 @default.
• W4311549424 hasConceptScore W4311549424C2776359362 @default.
• W4311549424 hasConceptScore W4311549424C2777212361 @default.
• W4311549424 hasConceptScore W4311549424C2779960059 @default.
• W4311549424 hasConceptScore W4311549424C41008148 @default.
• W4311549424 hasConceptScore W4311549424C41895202 @default.
• W4311549424 hasConceptScore W4311549424C55493867 @default.
• W4311549424 hasConceptScore W4311549424C66746571 @default.
• W4311549424 hasConceptScore W4311549424C7149132 @default.
• W4311549424 hasConceptScore W4311549424C94625758 @default.
• W4311549424 hasFunder F4320321001 @default.
• W4311549424 hasFunder F4320333335 @default.
• W4311549424 hasFunder F4320335777 @default.
• W4311549424 hasLocation W43115494241 @default.
• W4311549424 hasOpenAccess W4311549424 @default.
• W4311549424 hasPrimaryLocation W43115494241 @default.
• W4311549424 hasRelatedWork W176174999 @default.
• W4311549424 hasRelatedWork W2125054102 @default.
• W4311549424 hasRelatedWork W2357857148 @default.
• W4311549424 hasRelatedWork W2406518842 @default.
• W4311549424 hasRelatedWork W2961085424 @default.
• W4311549424 hasRelatedWork W3021857098 @default.

• next