Matches in SemOpenAlex for { <https://semopenalex.org/work/W4375959265> ?p ?o ?g. }
Showing items 1 to 74 of
74
with 100 items per page.
- W4375959265 abstract "In this paper, we introduce a novel framework for the challenging problem of One-Shot Unsupervised Domain Adaptation (OSUDA), which aims to adapt to a target domain with only a single unlabeled target sample. Unlike existing approaches that rely on large labeled source and unlabeled target data, our Target-driven One-Shot UDA (TOS-UDA) approach employs a learnable augmentation strategy guided by the target sample's style to align the source distribution with the target distribution. Our method consists of three modules: an augmentation module, a style alignment module, and a classifier. Unlike existing methods, our augmentation module allows for strong transformations of the source samples, and the style of the single target sample available is exploited to guide the augmentation by ensuring perceptual similarity. Furthermore, our approach integrates augmentation with style alignment, eliminating the need for separate pre-training on additional datasets. Our method outperforms or performs comparably to existing OS-UDA methods on the Digits and DomainNet benchmarks." @default.
- W4375959265 created "2023-05-10" @default.
- W4375959265 creator A5007242502 @default.
- W4375959265 creator A5017103754 @default.
- W4375959265 creator A5030498412 @default.
- W4375959265 creator A5036117804 @default.
- W4375959265 creator A5046971342 @default.
- W4375959265 date "2023-05-08" @default.
- W4375959265 modified "2023-09-30" @default.
- W4375959265 title "Target-driven One-Shot Unsupervised Domain Adaptation" @default.
- W4375959265 doi "https://doi.org/10.48550/arxiv.2305.04628" @default.
- W4375959265 hasPublicationYear "2023" @default.
- W4375959265 type Work @default.
- W4375959265 citedByCount "0" @default.
- W4375959265 crossrefType "posted-content" @default.
- W4375959265 hasAuthorship W4375959265A5007242502 @default.
- W4375959265 hasAuthorship W4375959265A5017103754 @default.
- W4375959265 hasAuthorship W4375959265A5030498412 @default.
- W4375959265 hasAuthorship W4375959265A5036117804 @default.
- W4375959265 hasAuthorship W4375959265A5046971342 @default.
- W4375959265 hasBestOaLocation W43759592651 @default.
- W4375959265 hasConcept C103278499 @default.
- W4375959265 hasConcept C115961682 @default.
- W4375959265 hasConcept C120665830 @default.
- W4375959265 hasConcept C121332964 @default.
- W4375959265 hasConcept C124101348 @default.
- W4375959265 hasConcept C134306372 @default.
- W4375959265 hasConcept C139807058 @default.
- W4375959265 hasConcept C153180895 @default.
- W4375959265 hasConcept C154945302 @default.
- W4375959265 hasConcept C185592680 @default.
- W4375959265 hasConcept C198531522 @default.
- W4375959265 hasConcept C2776434776 @default.
- W4375959265 hasConcept C3019835501 @default.
- W4375959265 hasConcept C33923547 @default.
- W4375959265 hasConcept C36503486 @default.
- W4375959265 hasConcept C41008148 @default.
- W4375959265 hasConcept C43617362 @default.
- W4375959265 hasConcept C95623464 @default.
- W4375959265 hasConceptScore W4375959265C103278499 @default.
- W4375959265 hasConceptScore W4375959265C115961682 @default.
- W4375959265 hasConceptScore W4375959265C120665830 @default.
- W4375959265 hasConceptScore W4375959265C121332964 @default.
- W4375959265 hasConceptScore W4375959265C124101348 @default.
- W4375959265 hasConceptScore W4375959265C134306372 @default.
- W4375959265 hasConceptScore W4375959265C139807058 @default.
- W4375959265 hasConceptScore W4375959265C153180895 @default.
- W4375959265 hasConceptScore W4375959265C154945302 @default.
- W4375959265 hasConceptScore W4375959265C185592680 @default.
- W4375959265 hasConceptScore W4375959265C198531522 @default.
- W4375959265 hasConceptScore W4375959265C2776434776 @default.
- W4375959265 hasConceptScore W4375959265C3019835501 @default.
- W4375959265 hasConceptScore W4375959265C33923547 @default.
- W4375959265 hasConceptScore W4375959265C36503486 @default.
- W4375959265 hasConceptScore W4375959265C41008148 @default.
- W4375959265 hasConceptScore W4375959265C43617362 @default.
- W4375959265 hasConceptScore W4375959265C95623464 @default.
- W4375959265 hasLocation W43759592651 @default.
- W4375959265 hasLocation W43759592652 @default.
- W4375959265 hasOpenAccess W4375959265 @default.
- W4375959265 hasPrimaryLocation W43759592651 @default.
- W4375959265 hasRelatedWork W2001652754 @default.
- W4375959265 hasRelatedWork W2152148513 @default.
- W4375959265 hasRelatedWork W2549006548 @default.
- W4375959265 hasRelatedWork W2563096758 @default.
- W4375959265 hasRelatedWork W2921036759 @default.
- W4375959265 hasRelatedWork W3017503936 @default.
- W4375959265 hasRelatedWork W4214932115 @default.
- W4375959265 hasRelatedWork W4281397339 @default.
- W4375959265 hasRelatedWork W4376166954 @default.
- W4375959265 hasRelatedWork W3158004940 @default.
- W4375959265 isParatext "false" @default.
- W4375959265 isRetracted "false" @default.
- W4375959265 workType "article" @default.