Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313153018> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W4313153018 abstract "Despite the steady progress of neural networks, their applicability to the real world is limited because they often fail to generalize to unseen domains. To overcome this challenge, recent studies have proposed various methods for improving out-of-distribution generalizations. However, these methods require complex architectures or additional learning strategies that involve non-trivial efforts. On the other hand, style randomization, a feature-level augmentation strategy, can increase the networks' generalization capability simply by diversifying the source domains. In this paper, we focus on improving the internal process of style randomization to produce more diverse samples that help networks learn domain-invariant representation. To this end, we propose a novel feature-level augmentation strategy that generates diverse samples for contents as well as styles. Our method can be implemented very simply but outperforms all compared methods in experiments on the DomainBed benchmark." @default.
- W4313153018 created "2023-01-06" @default.
- W4313153018 creator A5005093162 @default.
- W4313153018 creator A5041701839 @default.
- W4313153018 creator A5043731787 @default.
- W4313153018 creator A5074376471 @default.
- W4313153018 date "2022-08-29" @default.
- W4313153018 modified "2023-10-16" @default.
- W4313153018 title "Improving Style Randomization via Domain-specific Feature Reweighting for Domain Generalization" @default.
- W4313153018 cites W2117539524 @default.
- W4313153018 cites W2149298154 @default.
- W4313153018 cites W2603777577 @default.
- W4313153018 cites W2798658180 @default.
- W4313153018 cites W2894728917 @default.
- W4313153018 cites W2963043696 @default.
- W4313153018 cites W2964124968 @default.
- W4313153018 cites W2964288524 @default.
- W4313153018 cites W3035524453 @default.
- W4313153018 cites W3038585207 @default.
- W4313153018 cites W3153511633 @default.
- W4313153018 cites W3159481202 @default.
- W4313153018 cites W3175215201 @default.
- W4313153018 doi "https://doi.org/10.23919/eusipco55093.2022.9909698" @default.
- W4313153018 hasPublicationYear "2022" @default.
- W4313153018 type Work @default.
- W4313153018 citedByCount "0" @default.
- W4313153018 crossrefType "proceedings-article" @default.
- W4313153018 hasAuthorship W4313153018A5005093162 @default.
- W4313153018 hasAuthorship W4313153018A5041701839 @default.
- W4313153018 hasAuthorship W4313153018A5043731787 @default.
- W4313153018 hasAuthorship W4313153018A5074376471 @default.
- W4313153018 hasConcept C111919701 @default.
- W4313153018 hasConcept C119857082 @default.
- W4313153018 hasConcept C120665830 @default.
- W4313153018 hasConcept C121332964 @default.
- W4313153018 hasConcept C13280743 @default.
- W4313153018 hasConcept C134306372 @default.
- W4313153018 hasConcept C138885662 @default.
- W4313153018 hasConcept C154945302 @default.
- W4313153018 hasConcept C177148314 @default.
- W4313153018 hasConcept C17744445 @default.
- W4313153018 hasConcept C185798385 @default.
- W4313153018 hasConcept C192209626 @default.
- W4313153018 hasConcept C199539241 @default.
- W4313153018 hasConcept C205649164 @default.
- W4313153018 hasConcept C2776359362 @default.
- W4313153018 hasConcept C2776401178 @default.
- W4313153018 hasConcept C33923547 @default.
- W4313153018 hasConcept C36503486 @default.
- W4313153018 hasConcept C41008148 @default.
- W4313153018 hasConcept C41895202 @default.
- W4313153018 hasConcept C50644808 @default.
- W4313153018 hasConcept C59404180 @default.
- W4313153018 hasConcept C94625758 @default.
- W4313153018 hasConcept C98045186 @default.
- W4313153018 hasConceptScore W4313153018C111919701 @default.
- W4313153018 hasConceptScore W4313153018C119857082 @default.
- W4313153018 hasConceptScore W4313153018C120665830 @default.
- W4313153018 hasConceptScore W4313153018C121332964 @default.
- W4313153018 hasConceptScore W4313153018C13280743 @default.
- W4313153018 hasConceptScore W4313153018C134306372 @default.
- W4313153018 hasConceptScore W4313153018C138885662 @default.
- W4313153018 hasConceptScore W4313153018C154945302 @default.
- W4313153018 hasConceptScore W4313153018C177148314 @default.
- W4313153018 hasConceptScore W4313153018C17744445 @default.
- W4313153018 hasConceptScore W4313153018C185798385 @default.
- W4313153018 hasConceptScore W4313153018C192209626 @default.
- W4313153018 hasConceptScore W4313153018C199539241 @default.
- W4313153018 hasConceptScore W4313153018C205649164 @default.
- W4313153018 hasConceptScore W4313153018C2776359362 @default.
- W4313153018 hasConceptScore W4313153018C2776401178 @default.
- W4313153018 hasConceptScore W4313153018C33923547 @default.
- W4313153018 hasConceptScore W4313153018C36503486 @default.
- W4313153018 hasConceptScore W4313153018C41008148 @default.
- W4313153018 hasConceptScore W4313153018C41895202 @default.
- W4313153018 hasConceptScore W4313153018C50644808 @default.
- W4313153018 hasConceptScore W4313153018C59404180 @default.
- W4313153018 hasConceptScore W4313153018C94625758 @default.
- W4313153018 hasConceptScore W4313153018C98045186 @default.
- W4313153018 hasLocation W43131530181 @default.
- W4313153018 hasOpenAccess W4313153018 @default.
- W4313153018 hasPrimaryLocation W43131530181 @default.
- W4313153018 hasRelatedWork W3123920941 @default.
- W4313153018 hasRelatedWork W3138286781 @default.
- W4313153018 hasRelatedWork W3153518538 @default.
- W4313153018 hasRelatedWork W4221150964 @default.
- W4313153018 hasRelatedWork W4225747855 @default.
- W4313153018 hasRelatedWork W4287205383 @default.
- W4313153018 hasRelatedWork W4304194246 @default.
- W4313153018 hasRelatedWork W4312365371 @default.
- W4313153018 hasRelatedWork W4312903001 @default.
- W4313153018 hasRelatedWork W1629725936 @default.
- W4313153018 isParatext "false" @default.
- W4313153018 isRetracted "false" @default.
- W4313153018 workType "article" @default.