Matches in SemOpenAlex for { <https://semopenalex.org/work/W4313349166> ?p ?o ?g. }
Showing items 1 to 92 of
92
with 100 items per page.
- W4313349166 endingPage "279" @default.
- W4313349166 startingPage "268" @default.
- W4313349166 abstract "Unsupervised domain adaptation (UDA) aims to transfer the knowledge learned from the labeled source domain to the unlabeled target domain. Among them, the source domain and the target domain have the same label space, but the representation distributions of their input space are different. Mainstream approaches resort to domain adversarial training to align input distributions of two domains in the feature space. Although these methods have made remarkable progress, they have the risk of destroying discriminative structural information between different classes in the target domain. To alleviate this risk, we are inspired by the problem reduction method in ensemble methods and binarization techniques, and propose a novel approach Maintaining Structural Information of the target domain based on Pairwise semantic Similarity (whether two instances belong to the same class or not) (MSIPS). Specifically, We introduce Contrastive Learning to obtain feature prototypes for each category on the source domain, and then use these prototypes to predict the similarity of paired target domain samples. Finally, we restrict the target domain to maintain discriminative structural information through such weak information (i.e., pairwise similarity). Extensive experiments of various domain shift scenarios show that our method obtains competitive performance with SOTA, and qualitative visualization can demonstrate the effectiveness of our method." @default.
- W4313349166 created "2023-01-06" @default.
- W4313349166 creator A5031819155 @default.
- W4313349166 creator A5060165452 @default.
- W4313349166 date "2022-01-01" @default.
- W4313349166 modified "2023-10-05" @default.
- W4313349166 title "Maintaining Structural Information by Pairwise Similarity for Unsupervised Domain Adaptation" @default.
- W4313349166 cites W1722318740 @default.
- W4313349166 cites W2019575783 @default.
- W4313349166 cites W2104094955 @default.
- W4313349166 cites W2108598243 @default.
- W4313349166 cites W2146194630 @default.
- W4313349166 cites W2194775991 @default.
- W4313349166 cites W2584886900 @default.
- W4313349166 cites W2593768305 @default.
- W4313349166 cites W2627183927 @default.
- W4313349166 cites W2788768841 @default.
- W4313349166 cites W2798681837 @default.
- W4313349166 cites W2963240485 @default.
- W4313349166 cites W2963532621 @default.
- W4313349166 cites W2963993484 @default.
- W4313349166 cites W2979920800 @default.
- W4313349166 cites W3034591020 @default.
- W4313349166 cites W3034738317 @default.
- W4313349166 cites W3035519852 @default.
- W4313349166 cites W3176602994 @default.
- W4313349166 cites W4255421341 @default.
- W4313349166 doi "https://doi.org/10.1007/978-3-031-20500-2_22" @default.
- W4313349166 hasPublicationYear "2022" @default.
- W4313349166 type Work @default.
- W4313349166 citedByCount "0" @default.
- W4313349166 crossrefType "book-chapter" @default.
- W4313349166 hasAuthorship W4313349166A5031819155 @default.
- W4313349166 hasAuthorship W4313349166A5060165452 @default.
- W4313349166 hasConcept C103278499 @default.
- W4313349166 hasConcept C115961682 @default.
- W4313349166 hasConcept C119857082 @default.
- W4313349166 hasConcept C13280743 @default.
- W4313349166 hasConcept C134306372 @default.
- W4313349166 hasConcept C138885662 @default.
- W4313349166 hasConcept C153180895 @default.
- W4313349166 hasConcept C154945302 @default.
- W4313349166 hasConcept C184898388 @default.
- W4313349166 hasConcept C185798385 @default.
- W4313349166 hasConcept C205649164 @default.
- W4313349166 hasConcept C2776401178 @default.
- W4313349166 hasConcept C2776434776 @default.
- W4313349166 hasConcept C33923547 @default.
- W4313349166 hasConcept C36503486 @default.
- W4313349166 hasConcept C41008148 @default.
- W4313349166 hasConcept C41895202 @default.
- W4313349166 hasConcept C83665646 @default.
- W4313349166 hasConcept C95623464 @default.
- W4313349166 hasConcept C97931131 @default.
- W4313349166 hasConceptScore W4313349166C103278499 @default.
- W4313349166 hasConceptScore W4313349166C115961682 @default.
- W4313349166 hasConceptScore W4313349166C119857082 @default.
- W4313349166 hasConceptScore W4313349166C13280743 @default.
- W4313349166 hasConceptScore W4313349166C134306372 @default.
- W4313349166 hasConceptScore W4313349166C138885662 @default.
- W4313349166 hasConceptScore W4313349166C153180895 @default.
- W4313349166 hasConceptScore W4313349166C154945302 @default.
- W4313349166 hasConceptScore W4313349166C184898388 @default.
- W4313349166 hasConceptScore W4313349166C185798385 @default.
- W4313349166 hasConceptScore W4313349166C205649164 @default.
- W4313349166 hasConceptScore W4313349166C2776401178 @default.
- W4313349166 hasConceptScore W4313349166C2776434776 @default.
- W4313349166 hasConceptScore W4313349166C33923547 @default.
- W4313349166 hasConceptScore W4313349166C36503486 @default.
- W4313349166 hasConceptScore W4313349166C41008148 @default.
- W4313349166 hasConceptScore W4313349166C41895202 @default.
- W4313349166 hasConceptScore W4313349166C83665646 @default.
- W4313349166 hasConceptScore W4313349166C95623464 @default.
- W4313349166 hasConceptScore W4313349166C97931131 @default.
- W4313349166 hasLocation W43133491661 @default.
- W4313349166 hasOpenAccess W4313349166 @default.
- W4313349166 hasPrimaryLocation W43133491661 @default.
- W4313349166 hasRelatedWork W1461621550 @default.
- W4313349166 hasRelatedWork W1971623867 @default.
- W4313349166 hasRelatedWork W2125743092 @default.
- W4313349166 hasRelatedWork W2546942002 @default.
- W4313349166 hasRelatedWork W2554403468 @default.
- W4313349166 hasRelatedWork W2743258233 @default.
- W4313349166 hasRelatedWork W2773500201 @default.
- W4313349166 hasRelatedWork W2944661354 @default.
- W4313349166 hasRelatedWork W3160711975 @default.
- W4313349166 hasRelatedWork W3202305871 @default.
- W4313349166 isParatext "false" @default.
- W4313349166 isRetracted "false" @default.
- W4313349166 workType "book-chapter" @default.