Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386076468> ?p ?o ?g. }
Showing items 1 to 100 of
100
with 100 items per page.
- W4386076468 abstract "Conditional graphic layout generation, which generates realistic layouts according to user constraints, is a challenging task that has not been well-studied yet. First, there is limited discussion about how to handle diverse user constraints flexibly and uniformly. Second, to make the layouts conform to user constraints, existing work often sacrifices generation quality significantly. In this work, we propose LayoutFormer++ to tackle the above problems. First, to flexibly handle diverse constraints, we propose a constraint serialization scheme, which represents different user constraints as sequences of tokens with a predefined format. Then, we formulate conditional layout generation as a sequence-to-sequence transformation, and leverage encoder-decoder framework with Transformer as the basic architecture. Furthermore, to make the layout better meet user requirements without harming quality, we propose a decoding space restriction strategy. Specifically, we prune the predicted distribution by ignoring the options that definitely violate user constraints and likely result in low-quality layouts, and make the model samples from the restricted distribution. Experiments demonstrate that LayoutFormer++ outperforms existing approaches on all the tasks in terms of both better generation quality and less constraint violation." @default.
- W4386076468 created "2023-08-23" @default.
- W4386076468 creator A5009562280 @default.
- W4386076468 creator A5025118710 @default.
- W4386076468 creator A5026646519 @default.
- W4386076468 creator A5033589111 @default.
- W4386076468 creator A5056336821 @default.
- W4386076468 creator A5070188725 @default.
- W4386076468 creator A5072289042 @default.
- W4386076468 creator A5087186760 @default.
- W4386076468 creator A5091289006 @default.
- W4386076468 date "2023-06-01" @default.
- W4386076468 modified "2023-09-26" @default.
- W4386076468 title "LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction" @default.
- W4386076468 cites W2757361303 @default.
- W4386076468 cites W2897966957 @default.
- W4386076468 cites W2960053204 @default.
- W4386076468 cites W2963352809 @default.
- W4386076468 cites W2963877622 @default.
- W4386076468 cites W2964029788 @default.
- W4386076468 cites W3003711898 @default.
- W4386076468 cites W3033926673 @default.
- W4386076468 cites W3103875432 @default.
- W4386076468 cites W3112646048 @default.
- W4386076468 cites W3158555958 @default.
- W4386076468 cites W3171218751 @default.
- W4386076468 cites W3202536355 @default.
- W4386076468 cites W3206831165 @default.
- W4386076468 cites W3207441221 @default.
- W4386076468 cites W3214600982 @default.
- W4386076468 cites W4214744553 @default.
- W4386076468 cites W4226226396 @default.
- W4386076468 cites W4226288657 @default.
- W4386076468 cites W4283803959 @default.
- W4386076468 doi "https://doi.org/10.1109/cvpr52729.2023.01765" @default.
- W4386076468 hasPublicationYear "2023" @default.
- W4386076468 type Work @default.
- W4386076468 citedByCount "0" @default.
- W4386076468 crossrefType "proceedings-article" @default.
- W4386076468 hasAuthorship W4386076468A5009562280 @default.
- W4386076468 hasAuthorship W4386076468A5025118710 @default.
- W4386076468 hasAuthorship W4386076468A5026646519 @default.
- W4386076468 hasAuthorship W4386076468A5033589111 @default.
- W4386076468 hasAuthorship W4386076468A5056336821 @default.
- W4386076468 hasAuthorship W4386076468A5070188725 @default.
- W4386076468 hasAuthorship W4386076468A5072289042 @default.
- W4386076468 hasAuthorship W4386076468A5087186760 @default.
- W4386076468 hasAuthorship W4386076468A5091289006 @default.
- W4386076468 hasConcept C113775141 @default.
- W4386076468 hasConcept C11413529 @default.
- W4386076468 hasConcept C153083717 @default.
- W4386076468 hasConcept C154945302 @default.
- W4386076468 hasConcept C17744445 @default.
- W4386076468 hasConcept C199360897 @default.
- W4386076468 hasConcept C199539241 @default.
- W4386076468 hasConcept C2524010 @default.
- W4386076468 hasConcept C2776036281 @default.
- W4386076468 hasConcept C2778112365 @default.
- W4386076468 hasConcept C2779089604 @default.
- W4386076468 hasConcept C33923547 @default.
- W4386076468 hasConcept C41008148 @default.
- W4386076468 hasConcept C52723943 @default.
- W4386076468 hasConcept C54355233 @default.
- W4386076468 hasConcept C57273362 @default.
- W4386076468 hasConcept C80444323 @default.
- W4386076468 hasConcept C86803240 @default.
- W4386076468 hasConceptScore W4386076468C113775141 @default.
- W4386076468 hasConceptScore W4386076468C11413529 @default.
- W4386076468 hasConceptScore W4386076468C153083717 @default.
- W4386076468 hasConceptScore W4386076468C154945302 @default.
- W4386076468 hasConceptScore W4386076468C17744445 @default.
- W4386076468 hasConceptScore W4386076468C199360897 @default.
- W4386076468 hasConceptScore W4386076468C199539241 @default.
- W4386076468 hasConceptScore W4386076468C2524010 @default.
- W4386076468 hasConceptScore W4386076468C2776036281 @default.
- W4386076468 hasConceptScore W4386076468C2778112365 @default.
- W4386076468 hasConceptScore W4386076468C2779089604 @default.
- W4386076468 hasConceptScore W4386076468C33923547 @default.
- W4386076468 hasConceptScore W4386076468C41008148 @default.
- W4386076468 hasConceptScore W4386076468C52723943 @default.
- W4386076468 hasConceptScore W4386076468C54355233 @default.
- W4386076468 hasConceptScore W4386076468C57273362 @default.
- W4386076468 hasConceptScore W4386076468C80444323 @default.
- W4386076468 hasConceptScore W4386076468C86803240 @default.
- W4386076468 hasLocation W43860764681 @default.
- W4386076468 hasOpenAccess W4386076468 @default.
- W4386076468 hasPrimaryLocation W43860764681 @default.
- W4386076468 hasRelatedWork W1543243188 @default.
- W4386076468 hasRelatedWork W2087770741 @default.
- W4386076468 hasRelatedWork W2351992004 @default.
- W4386076468 hasRelatedWork W2358034992 @default.
- W4386076468 hasRelatedWork W2370259841 @default.
- W4386076468 hasRelatedWork W2380207131 @default.
- W4386076468 hasRelatedWork W2382545918 @default.
- W4386076468 hasRelatedWork W2383748079 @default.
- W4386076468 hasRelatedWork W2385657694 @default.
- W4386076468 hasRelatedWork W32572471 @default.
- W4386076468 isParatext "false" @default.
- W4386076468 isRetracted "false" @default.
- W4386076468 workType "article" @default.