Matches in SemOpenAlex for { <https://semopenalex.org/work/W4287827877> ?p ?o ?g. }
Showing items 1 to 72 of
72
with 100 items per page.
- W4287827877 abstract "This paper presents a supervised mixing augmentation method termed SuperMix, which exploits the salient regions within input images to construct mixed training samples. SuperMix is designed to obtain mixed images rich in visual features and complying with realistic image priors. To enhance the efficiency of the algorithm, we develop a variant of the Newton iterative method, $65times$ faster than gradient descent on this problem. We validate the effectiveness of SuperMix through extensive evaluations and ablation studies on two tasks of object classification and knowledge distillation. On the classification task, SuperMix provides comparable performance to the advanced augmentation methods, such as AutoAugment and RandAugment. In particular, combining SuperMix with RandAugment achieves 78.2% top-1 accuracy on ImageNet with ResNet50. On the distillation task, solely classifying images mixed using the teacher's knowledge achieves comparable performance to the state-of-the-art distillation methods. Furthermore, on average, incorporating mixed images into the distillation objective improves the performance by 3.4% and 3.1% on CIFAR-100 and ImageNet, respectively. {it The code is available at https://github.com/alldbi/SuperMix}." @default.
- W4287827877 created "2022-07-26" @default.
- W4287827877 creator A5021852735 @default.
- W4287827877 creator A5043534833 @default.
- W4287827877 creator A5076900687 @default.
- W4287827877 creator A5084719864 @default.
- W4287827877 date "2020-03-10" @default.
- W4287827877 modified "2023-09-29" @default.
- W4287827877 title "SuperMix: Supervising the Mixing Data Augmentation" @default.
- W4287827877 doi "https://doi.org/10.48550/arxiv.2003.05034" @default.
- W4287827877 hasPublicationYear "2020" @default.
- W4287827877 type Work @default.
- W4287827877 citedByCount "0" @default.
- W4287827877 crossrefType "posted-content" @default.
- W4287827877 hasAuthorship W4287827877A5021852735 @default.
- W4287827877 hasAuthorship W4287827877A5043534833 @default.
- W4287827877 hasAuthorship W4287827877A5076900687 @default.
- W4287827877 hasAuthorship W4287827877A5084719864 @default.
- W4287827877 hasBestOaLocation W42878278771 @default.
- W4287827877 hasConcept C115961682 @default.
- W4287827877 hasConcept C119857082 @default.
- W4287827877 hasConcept C121332964 @default.
- W4287827877 hasConcept C127413603 @default.
- W4287827877 hasConcept C138777275 @default.
- W4287827877 hasConcept C153180895 @default.
- W4287827877 hasConcept C154945302 @default.
- W4287827877 hasConcept C177264268 @default.
- W4287827877 hasConcept C178790620 @default.
- W4287827877 hasConcept C185592680 @default.
- W4287827877 hasConcept C199360897 @default.
- W4287827877 hasConcept C201995342 @default.
- W4287827877 hasConcept C204030448 @default.
- W4287827877 hasConcept C2776760102 @default.
- W4287827877 hasConcept C2780451532 @default.
- W4287827877 hasConcept C2780801425 @default.
- W4287827877 hasConcept C41008148 @default.
- W4287827877 hasConcept C62520636 @default.
- W4287827877 hasConceptScore W4287827877C115961682 @default.
- W4287827877 hasConceptScore W4287827877C119857082 @default.
- W4287827877 hasConceptScore W4287827877C121332964 @default.
- W4287827877 hasConceptScore W4287827877C127413603 @default.
- W4287827877 hasConceptScore W4287827877C138777275 @default.
- W4287827877 hasConceptScore W4287827877C153180895 @default.
- W4287827877 hasConceptScore W4287827877C154945302 @default.
- W4287827877 hasConceptScore W4287827877C177264268 @default.
- W4287827877 hasConceptScore W4287827877C178790620 @default.
- W4287827877 hasConceptScore W4287827877C185592680 @default.
- W4287827877 hasConceptScore W4287827877C199360897 @default.
- W4287827877 hasConceptScore W4287827877C201995342 @default.
- W4287827877 hasConceptScore W4287827877C204030448 @default.
- W4287827877 hasConceptScore W4287827877C2776760102 @default.
- W4287827877 hasConceptScore W4287827877C2780451532 @default.
- W4287827877 hasConceptScore W4287827877C2780801425 @default.
- W4287827877 hasConceptScore W4287827877C41008148 @default.
- W4287827877 hasConceptScore W4287827877C62520636 @default.
- W4287827877 hasLocation W42878278771 @default.
- W4287827877 hasLocation W42878278772 @default.
- W4287827877 hasOpenAccess W4287827877 @default.
- W4287827877 hasPrimaryLocation W42878278771 @default.
- W4287827877 hasRelatedWork W2081647779 @default.
- W4287827877 hasRelatedWork W2961085424 @default.
- W4287827877 hasRelatedWork W3046775127 @default.
- W4287827877 hasRelatedWork W3170094116 @default.
- W4287827877 hasRelatedWork W4205958290 @default.
- W4287827877 hasRelatedWork W4285260836 @default.
- W4287827877 hasRelatedWork W4286629047 @default.
- W4287827877 hasRelatedWork W4306321456 @default.
- W4287827877 hasRelatedWork W4306674287 @default.
- W4287827877 hasRelatedWork W4224009465 @default.
- W4287827877 isParatext "false" @default.
- W4287827877 isRetracted "false" @default.
- W4287827877 workType "article" @default.