Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385484787> ?p ?o ?g. }
Showing items 1 to 97 of
97
with 100 items per page.
- W4385484787 abstract "Non-exemplar class incremental learning is the challenge of recognizing new and old classes without storing samples of old classes. The incremental learner is usually faced with how to strike a balance between transferability and stability. On the one hand, if the model overfits the current task data, the performance will collapse when encountering and solving unseen tasks. On the other hand, if the model fails to maintain the knowledge already learned, the feature space will be covered by the new features during the incremental learning process, which leads to catastrophic forgetting. In this paper, we propose a new DADD method to balance transferability and stability better. Firstly, we propose a new method named Rotation class augmentation (Rot-classAug) to provide additional classes to avoid overfitting at the current stage and to improve transferability. Secondly, we propose a new Noise-semantic augmentation (N-semanAug) that contains rich old-class information, which significantly alleviates catastrophic forgetting in continuous learning. Experiments on benchmark datasets show that our method has achieved superior performance, outperforming the state-of-the-art methods by a margin of 5%, 3% and 4%, respectively. Code is available at https://github.com/Ke1Song/DADD" @default.
- W4385484787 created "2023-08-03" @default.
- W4385484787 creator A5050711402 @default.
- W4385484787 creator A5072675100 @default.
- W4385484787 creator A5080024463 @default.
- W4385484787 date "2023-06-18" @default.
- W4385484787 modified "2023-09-27" @default.
- W4385484787 title "Non-exemplar Class-incremental Learning via Dual Augmentation and Dual Distillation" @default.
- W4385484787 cites W2194775991 @default.
- W4385484787 cites W2786446225 @default.
- W4385484787 cites W2884282566 @default.
- W4385484787 cites W2948734064 @default.
- W4385484787 cites W2963072899 @default.
- W4385484787 cites W2963854515 @default.
- W4385484787 cites W2963870144 @default.
- W4385484787 cites W2964189064 @default.
- W4385484787 cites W2972313371 @default.
- W4385484787 cites W2980101099 @default.
- W4385484787 cites W2995139074 @default.
- W4385484787 cites W3021931813 @default.
- W4385484787 cites W3034856281 @default.
- W4385484787 cites W3106217498 @default.
- W4385484787 cites W3107810305 @default.
- W4385484787 cites W3127228978 @default.
- W4385484787 cites W3178686235 @default.
- W4385484787 cites W3203064512 @default.
- W4385484787 cites W4221161784 @default.
- W4385484787 cites W4286903142 @default.
- W4385484787 cites W4312309344 @default.
- W4385484787 cites W4312446817 @default.
- W4385484787 cites W4312754066 @default.
- W4385484787 doi "https://doi.org/10.1109/ijcnn54540.2023.10191385" @default.
- W4385484787 hasPublicationYear "2023" @default.
- W4385484787 type Work @default.
- W4385484787 citedByCount "0" @default.
- W4385484787 crossrefType "proceedings-article" @default.
- W4385484787 hasAuthorship W4385484787A5050711402 @default.
- W4385484787 hasAuthorship W4385484787A5072675100 @default.
- W4385484787 hasAuthorship W4385484787A5080024463 @default.
- W4385484787 hasConcept C111919701 @default.
- W4385484787 hasConcept C112972136 @default.
- W4385484787 hasConcept C119857082 @default.
- W4385484787 hasConcept C13280743 @default.
- W4385484787 hasConcept C138885662 @default.
- W4385484787 hasConcept C154945302 @default.
- W4385484787 hasConcept C162324750 @default.
- W4385484787 hasConcept C185798385 @default.
- W4385484787 hasConcept C187736073 @default.
- W4385484787 hasConcept C205649164 @default.
- W4385484787 hasConcept C22019652 @default.
- W4385484787 hasConcept C2776401178 @default.
- W4385484787 hasConcept C2777212361 @default.
- W4385484787 hasConcept C2780451532 @default.
- W4385484787 hasConcept C2780735816 @default.
- W4385484787 hasConcept C41008148 @default.
- W4385484787 hasConcept C41895202 @default.
- W4385484787 hasConcept C50644808 @default.
- W4385484787 hasConcept C7149132 @default.
- W4385484787 hasConcept C774472 @default.
- W4385484787 hasConcept C98045186 @default.
- W4385484787 hasConceptScore W4385484787C111919701 @default.
- W4385484787 hasConceptScore W4385484787C112972136 @default.
- W4385484787 hasConceptScore W4385484787C119857082 @default.
- W4385484787 hasConceptScore W4385484787C13280743 @default.
- W4385484787 hasConceptScore W4385484787C138885662 @default.
- W4385484787 hasConceptScore W4385484787C154945302 @default.
- W4385484787 hasConceptScore W4385484787C162324750 @default.
- W4385484787 hasConceptScore W4385484787C185798385 @default.
- W4385484787 hasConceptScore W4385484787C187736073 @default.
- W4385484787 hasConceptScore W4385484787C205649164 @default.
- W4385484787 hasConceptScore W4385484787C22019652 @default.
- W4385484787 hasConceptScore W4385484787C2776401178 @default.
- W4385484787 hasConceptScore W4385484787C2777212361 @default.
- W4385484787 hasConceptScore W4385484787C2780451532 @default.
- W4385484787 hasConceptScore W4385484787C2780735816 @default.
- W4385484787 hasConceptScore W4385484787C41008148 @default.
- W4385484787 hasConceptScore W4385484787C41895202 @default.
- W4385484787 hasConceptScore W4385484787C50644808 @default.
- W4385484787 hasConceptScore W4385484787C7149132 @default.
- W4385484787 hasConceptScore W4385484787C774472 @default.
- W4385484787 hasConceptScore W4385484787C98045186 @default.
- W4385484787 hasLocation W43854847871 @default.
- W4385484787 hasOpenAccess W4385484787 @default.
- W4385484787 hasPrimaryLocation W43854847871 @default.
- W4385484787 hasRelatedWork W1996541855 @default.
- W4385484787 hasRelatedWork W2319888919 @default.
- W4385484787 hasRelatedWork W2940336242 @default.
- W4385484787 hasRelatedWork W2983785000 @default.
- W4385484787 hasRelatedWork W2989932438 @default.
- W4385484787 hasRelatedWork W3099765033 @default.
- W4385484787 hasRelatedWork W4210794429 @default.
- W4385484787 hasRelatedWork W4283732135 @default.
- W4385484787 hasRelatedWork W4287120308 @default.
- W4385484787 hasRelatedWork W3119586280 @default.
- W4385484787 isParatext "false" @default.
- W4385484787 isRetracted "false" @default.
- W4385484787 workType "article" @default.