Matches in SemOpenAlex for { <https://semopenalex.org/work/W3213648049> ?p ?o ?g. }
Showing items 1 to 76 of
76
with 100 items per page.
- W3213648049 abstract "Unsupervised Domain Adaptation (UDA) aims to align the labeled source distribution with the unlabeled target distribution to obtain domain invariant predictive models. However, the application of well-known UDA approaches does not generalize well in Semi-Supervised Domain Adaptation (SSDA) scenarios where few labeled samples from the target domain are available. In this paper, we propose a simple Contrastive Learning framework for semi-supervised Domain Adaptation (CLDA) that attempts to bridge the intra-domain gap between the labeled and unlabeled target distributions and inter-domain gap between source and unlabeled target distribution in SSDA. We suggest employing class-wise contrastive learning to reduce the inter-domain gap and instance-level contrastive alignment between the original (input image) and strongly augmented unlabeled target images to minimize the intra-domain discrepancy. We have shown empirically that both of these modules complement each other to achieve superior performance. Experiments on three well-known domain adaptation benchmark datasets namely DomainNet, Office-Home, and Office31 demonstrate the effectiveness of our approach. CLDA achieves state-of-the-art results on all the above datasets." @default.
- W3213648049 created "2021-11-22" @default.
- W3213648049 creator A5088041020 @default.
- W3213648049 date "2021-12-06" @default.
- W3213648049 modified "2023-09-24" @default.
- W3213648049 title "CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation" @default.
- W3213648049 hasPublicationYear "2021" @default.
- W3213648049 type Work @default.
- W3213648049 sameAs 3213648049 @default.
- W3213648049 citedByCount "0" @default.
- W3213648049 crossrefType "proceedings-article" @default.
- W3213648049 hasAuthorship W3213648049A5088041020 @default.
- W3213648049 hasConcept C104317684 @default.
- W3213648049 hasConcept C112313634 @default.
- W3213648049 hasConcept C119857082 @default.
- W3213648049 hasConcept C127716648 @default.
- W3213648049 hasConcept C13280743 @default.
- W3213648049 hasConcept C134306372 @default.
- W3213648049 hasConcept C153180895 @default.
- W3213648049 hasConcept C154945302 @default.
- W3213648049 hasConcept C185592680 @default.
- W3213648049 hasConcept C185798385 @default.
- W3213648049 hasConcept C188082640 @default.
- W3213648049 hasConcept C205649164 @default.
- W3213648049 hasConcept C2776434776 @default.
- W3213648049 hasConcept C33923547 @default.
- W3213648049 hasConcept C36503486 @default.
- W3213648049 hasConcept C41008148 @default.
- W3213648049 hasConcept C55493867 @default.
- W3213648049 hasConcept C95623464 @default.
- W3213648049 hasConceptScore W3213648049C104317684 @default.
- W3213648049 hasConceptScore W3213648049C112313634 @default.
- W3213648049 hasConceptScore W3213648049C119857082 @default.
- W3213648049 hasConceptScore W3213648049C127716648 @default.
- W3213648049 hasConceptScore W3213648049C13280743 @default.
- W3213648049 hasConceptScore W3213648049C134306372 @default.
- W3213648049 hasConceptScore W3213648049C153180895 @default.
- W3213648049 hasConceptScore W3213648049C154945302 @default.
- W3213648049 hasConceptScore W3213648049C185592680 @default.
- W3213648049 hasConceptScore W3213648049C185798385 @default.
- W3213648049 hasConceptScore W3213648049C188082640 @default.
- W3213648049 hasConceptScore W3213648049C205649164 @default.
- W3213648049 hasConceptScore W3213648049C2776434776 @default.
- W3213648049 hasConceptScore W3213648049C33923547 @default.
- W3213648049 hasConceptScore W3213648049C36503486 @default.
- W3213648049 hasConceptScore W3213648049C41008148 @default.
- W3213648049 hasConceptScore W3213648049C55493867 @default.
- W3213648049 hasConceptScore W3213648049C95623464 @default.
- W3213648049 hasLocation W32136480491 @default.
- W3213648049 hasOpenAccess W3213648049 @default.
- W3213648049 hasPrimaryLocation W32136480491 @default.
- W3213648049 hasRelatedWork W224346073 @default.
- W3213648049 hasRelatedWork W2811444512 @default.
- W3213648049 hasRelatedWork W2901129987 @default.
- W3213648049 hasRelatedWork W2946215091 @default.
- W3213648049 hasRelatedWork W2950333415 @default.
- W3213648049 hasRelatedWork W2952524330 @default.
- W3213648049 hasRelatedWork W2965148939 @default.
- W3213648049 hasRelatedWork W2989354429 @default.
- W3213648049 hasRelatedWork W2990689613 @default.
- W3213648049 hasRelatedWork W3011351697 @default.
- W3213648049 hasRelatedWork W3033708404 @default.
- W3213648049 hasRelatedWork W3035120650 @default.
- W3213648049 hasRelatedWork W3045262295 @default.
- W3213648049 hasRelatedWork W3088471706 @default.
- W3213648049 hasRelatedWork W3112851973 @default.
- W3213648049 hasRelatedWork W3138625980 @default.
- W3213648049 hasRelatedWork W3169361860 @default.
- W3213648049 hasRelatedWork W3173682724 @default.
- W3213648049 hasRelatedWork W3176720610 @default.
- W3213648049 hasRelatedWork W3203810176 @default.
- W3213648049 hasVolume "34" @default.
- W3213648049 isParatext "false" @default.
- W3213648049 isRetracted "false" @default.
- W3213648049 magId "3213648049" @default.
- W3213648049 workType "article" @default.