Matches in SemOpenAlex for { <https://semopenalex.org/work/W2970036063> ?p ?o ?g. }
Showing items 1 to 62 of
62
with 100 items per page.
- W2970036063 abstract "An important problem in artificial intelligence is to develop an efficient system that can adapt to new knowledge in an incremental manner without forgetting previously learned knowledge. Although Convolutional Neural Networks (CNNs) are good at learning strong classifier and discriminative features, CNNs can not perform well in incremental classifier learning due to the catastrophic forgetting problem in the retraining process. In this paper, we propose a novel yet extremely simple approach to enhance the discriminative property of features for incremental classifier learning. We build a network for the universal feature space in which a group of image classes have intra-class compactness and inter-class separability. And, we model each incremental class to have a maximum margin from the rest of the models in universal space. Experiments are conducted on CIFAR-100 dataset and IMage Database for Context Aware Advertisement (IMDB-CAA) we collected. The results demonstrate the superiority of our approach, improving performance on CIFAR-100 dataset over state-of-the-art incremental learning systems. Furthermore, experiments on few-short incremental learning setting show very promising performance although we use only 4% of training samples on CIFAR-100 dataset." @default.
- W2970036063 created "2019-09-05" @default.
- W2970036063 creator A5002426407 @default.
- W2970036063 creator A5009416262 @default.
- W2970036063 creator A5018365174 @default.
- W2970036063 creator A5050008407 @default.
- W2970036063 creator A5060316958 @default.
- W2970036063 creator A5080486740 @default.
- W2970036063 date "2019-09-01" @default.
- W2970036063 modified "2023-09-26" @default.
- W2970036063 title "Discriminative Features for Incremental Learning Classifier" @default.
- W2970036063 cites W1579705726 @default.
- W2970036063 cites W2117539524 @default.
- W2970036063 cites W2194775991 @default.
- W2970036063 cites W2560647685 @default.
- W2970036063 cites W2732026016 @default.
- W2970036063 cites W2963466847 @default.
- W2970036063 cites W2963588172 @default.
- W2970036063 cites W2963788399 @default.
- W2970036063 cites W2964189064 @default.
- W2970036063 doi "https://doi.org/10.1109/icip.2019.8803133" @default.
- W2970036063 hasPublicationYear "2019" @default.
- W2970036063 type Work @default.
- W2970036063 sameAs 2970036063 @default.
- W2970036063 citedByCount "1" @default.
- W2970036063 countsByYear W29700360632022 @default.
- W2970036063 crossrefType "proceedings-article" @default.
- W2970036063 hasAuthorship W2970036063A5002426407 @default.
- W2970036063 hasAuthorship W2970036063A5009416262 @default.
- W2970036063 hasAuthorship W2970036063A5018365174 @default.
- W2970036063 hasAuthorship W2970036063A5050008407 @default.
- W2970036063 hasAuthorship W2970036063A5060316958 @default.
- W2970036063 hasAuthorship W2970036063A5080486740 @default.
- W2970036063 hasConcept C119857082 @default.
- W2970036063 hasConcept C153180895 @default.
- W2970036063 hasConcept C154945302 @default.
- W2970036063 hasConcept C41008148 @default.
- W2970036063 hasConcept C95623464 @default.
- W2970036063 hasConcept C97931131 @default.
- W2970036063 hasConceptScore W2970036063C119857082 @default.
- W2970036063 hasConceptScore W2970036063C153180895 @default.
- W2970036063 hasConceptScore W2970036063C154945302 @default.
- W2970036063 hasConceptScore W2970036063C41008148 @default.
- W2970036063 hasConceptScore W2970036063C95623464 @default.
- W2970036063 hasConceptScore W2970036063C97931131 @default.
- W2970036063 hasLocation W29700360631 @default.
- W2970036063 hasOpenAccess W2970036063 @default.
- W2970036063 hasPrimaryLocation W29700360631 @default.
- W2970036063 hasRelatedWork W1652783584 @default.
- W2970036063 hasRelatedWork W1990254706 @default.
- W2970036063 hasRelatedWork W2024160000 @default.
- W2970036063 hasRelatedWork W2112343299 @default.
- W2970036063 hasRelatedWork W2404514746 @default.
- W2970036063 hasRelatedWork W2773500201 @default.
- W2970036063 hasRelatedWork W2905846897 @default.
- W2970036063 hasRelatedWork W3031552518 @default.
- W2970036063 hasRelatedWork W74886973 @default.
- W2970036063 hasRelatedWork W82679236 @default.
- W2970036063 isParatext "false" @default.
- W2970036063 isRetracted "false" @default.
- W2970036063 magId "2970036063" @default.
- W2970036063 workType "article" @default.