Matches in SemOpenAlex for { <https://semopenalex.org/work/W3205539018> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W3205539018 abstract "Existing methods towards outfit compatibility modeling seldom explicitly consider multimodal correlations. In this work, we explore the consistent and complementary correlations for better compatibility modeling. This is, however, non-trivial due to the following challenges: 1) how to separate and model these two kinds of correlations; 2) how to leverage the derived complementary cues to strengthen the text and vision-oriented representations of the given item; and 3) how to reinforce the compatibility modeling with text and vision-oriented representations. To address these challenges, we present a comprehensive multimodal outfit compatibility modeling scheme. It first nonlinearly projects each modality into separable consistent and complementary spaces via multi-layer perceptron, and then models the consistent and complementary correlations between two modalities by parallel and orthogonal regularization. Thereafter, we strengthen the visual and textual representation of items with complementary information, and further induct both the text-oriented and vision- oriented outfit compatibility modeling. We ultimately employ the mutual learning strategy to reinforce the final performance of compatibility modeling. Extensive experiments demonstrate the superiority of our scheme." @default.
- W3205539018 created "2021-10-25" @default.
- W3205539018 creator A5030366151 @default.
- W3205539018 creator A5034967388 @default.
- W3205539018 creator A5038612499 @default.
- W3205539018 creator A5056962614 @default.
- W3205539018 creator A5072768866 @default.
- W3205539018 creator A5075938343 @default.
- W3205539018 date "2021-10-17" @default.
- W3205539018 modified "2023-09-30" @default.
- W3205539018 title "Multimodal Compatibility Modeling via Exploring the Consistent and Complementary Correlations" @default.
- W3205539018 cites W2027731328 @default.
- W3205539018 cites W2064675550 @default.
- W3205539018 cites W2108598243 @default.
- W3205539018 cites W2136340547 @default.
- W3205539018 cites W2194775991 @default.
- W3205539018 cites W2588926130 @default.
- W3205539018 cites W2766187676 @default.
- W3205539018 cites W2766462585 @default.
- W3205539018 cites W2767109396 @default.
- W3205539018 cites W2811018197 @default.
- W3205539018 cites W2883853499 @default.
- W3205539018 cites W2897298014 @default.
- W3205539018 cites W2897628926 @default.
- W3205539018 cites W2905373637 @default.
- W3205539018 cites W2912053445 @default.
- W3205539018 cites W2953561866 @default.
- W3205539018 cites W2971316517 @default.
- W3205539018 cites W2980248933 @default.
- W3205539018 cites W2982166103 @default.
- W3205539018 cites W3007947854 @default.
- W3205539018 cites W3009735700 @default.
- W3205539018 cites W3034229012 @default.
- W3205539018 cites W3035689282 @default.
- W3205539018 cites W3045725402 @default.
- W3205539018 cites W3099462466 @default.
- W3205539018 cites W3104731853 @default.
- W3205539018 cites W3106858249 @default.
- W3205539018 cites W3126591943 @default.
- W3205539018 cites W3154400137 @default.
- W3205539018 cites W3154902219 @default.
- W3205539018 cites W3157181916 @default.
- W3205539018 cites W3174026887 @default.
- W3205539018 doi "https://doi.org/10.1145/3474085.3475392" @default.
- W3205539018 hasPublicationYear "2021" @default.
- W3205539018 type Work @default.
- W3205539018 sameAs 3205539018 @default.
- W3205539018 citedByCount "13" @default.
- W3205539018 countsByYear W32055390182022 @default.
- W3205539018 countsByYear W32055390182023 @default.
- W3205539018 crossrefType "proceedings-article" @default.
- W3205539018 hasAuthorship W3205539018A5030366151 @default.
- W3205539018 hasAuthorship W3205539018A5034967388 @default.
- W3205539018 hasAuthorship W3205539018A5038612499 @default.
- W3205539018 hasAuthorship W3205539018A5056962614 @default.
- W3205539018 hasAuthorship W3205539018A5072768866 @default.
- W3205539018 hasAuthorship W3205539018A5075938343 @default.
- W3205539018 hasConcept C107457646 @default.
- W3205539018 hasConcept C119857082 @default.
- W3205539018 hasConcept C127413603 @default.
- W3205539018 hasConcept C154945302 @default.
- W3205539018 hasConcept C2778648169 @default.
- W3205539018 hasConcept C41008148 @default.
- W3205539018 hasConcept C42360764 @default.
- W3205539018 hasConcept C80444323 @default.
- W3205539018 hasConceptScore W3205539018C107457646 @default.
- W3205539018 hasConceptScore W3205539018C119857082 @default.
- W3205539018 hasConceptScore W3205539018C127413603 @default.
- W3205539018 hasConceptScore W3205539018C154945302 @default.
- W3205539018 hasConceptScore W3205539018C2778648169 @default.
- W3205539018 hasConceptScore W3205539018C41008148 @default.
- W3205539018 hasConceptScore W3205539018C42360764 @default.
- W3205539018 hasConceptScore W3205539018C80444323 @default.
- W3205539018 hasFunder F4320321001 @default.
- W3205539018 hasLocation W32055390181 @default.
- W3205539018 hasOpenAccess W3205539018 @default.
- W3205539018 hasPrimaryLocation W32055390181 @default.
- W3205539018 hasRelatedWork W2961085424 @default.
- W3205539018 hasRelatedWork W3046775127 @default.
- W3205539018 hasRelatedWork W3170094116 @default.
- W3205539018 hasRelatedWork W4205958290 @default.
- W3205539018 hasRelatedWork W4285260836 @default.
- W3205539018 hasRelatedWork W4286629047 @default.
- W3205539018 hasRelatedWork W4306321456 @default.
- W3205539018 hasRelatedWork W4306674287 @default.
- W3205539018 hasRelatedWork W4386462264 @default.
- W3205539018 hasRelatedWork W4224009465 @default.
- W3205539018 isParatext "false" @default.
- W3205539018 isRetracted "false" @default.
- W3205539018 magId "3205539018" @default.
- W3205539018 workType "article" @default.