Matches in SemOpenAlex for { <https://semopenalex.org/work/W2989968315> ?p ?o ?g. }
Showing items 1 to 99 of
99
with 100 items per page.
- W2989968315 abstract "We address the problem of Visual Relationship Detection (VRD) which aims to describe the relationships between pairs of objects in the form of triplets of (subject, predicate, object). We observe that given a pair of bounding box proposals, objects often participate in multiple relations implying the distribution of triplets is multimodal. We leverage the strong correlations within triplets to learn the joint distribution of triplet variables conditioned on the image and the bounding box proposals, doing away with the hitherto used independent distribution of triplets. To make learning the triplet joint distribution feasible, we introduce a novel technique of learning conditional triplet distributions in the form of their normalized low rank non-negative tensor decompositions. Normalized tensor decompositions take form of mixture distributions of discrete variables and thus are able to capture multimodality. This allows us to efficiently learn higher order discrete multimodal distributions and at the same time keep the parameter size manageable. We further model the probability of selecting an object proposal pair and include a relation triplet prior in our model. We show that each part of the model improves performance and the combination outperforms state-of-the-art score on the Visual Genome (VG) and Visual Relationship Detection (VRD) datasets." @default.
- W2989968315 created "2019-12-05" @default.
- W2989968315 creator A5012649937 @default.
- W2989968315 creator A5052637103 @default.
- W2989968315 creator A5083069008 @default.
- W2989968315 date "2019-11-22" @default.
- W2989968315 modified "2023-09-26" @default.
- W2989968315 title "Visual Relationship Detection with Low Rank Non-Negative Tensor Decomposition" @default.
- W2989968315 cites W1686810756 @default.
- W2989968315 cites W1839868949 @default.
- W2989968315 cites W2024165284 @default.
- W2989968315 cites W2102605133 @default.
- W2989968315 cites W2105724942 @default.
- W2989968315 cites W2277195237 @default.
- W2989968315 cites W2479423890 @default.
- W2989968315 cites W2579549467 @default.
- W2989968315 cites W2591644541 @default.
- W2989968315 cites W2595373712 @default.
- W2989968315 cites W2607855566 @default.
- W2989968315 cites W2741563630 @default.
- W2989968315 cites W2773126525 @default.
- W2989968315 cites W2788537604 @default.
- W2989968315 cites W2789177853 @default.
- W2989968315 cites W2799029629 @default.
- W2989968315 cites W2883170015 @default.
- W2989968315 cites W2896603934 @default.
- W2989968315 cites W2962737704 @default.
- W2989968315 cites W2962811161 @default.
- W2989968315 cites W2963514444 @default.
- W2989968315 cites W2963536419 @default.
- W2989968315 cites W2963563573 @default.
- W2989968315 cites W2963980128 @default.
- W2989968315 cites W2980248933 @default.
- W2989968315 cites W639708223 @default.
- W2989968315 hasPublicationYear "2019" @default.
- W2989968315 type Work @default.
- W2989968315 sameAs 2989968315 @default.
- W2989968315 citedByCount "0" @default.
- W2989968315 crossrefType "posted-content" @default.
- W2989968315 hasAuthorship W2989968315A5012649937 @default.
- W2989968315 hasAuthorship W2989968315A5052637103 @default.
- W2989968315 hasAuthorship W2989968315A5083069008 @default.
- W2989968315 hasConcept C105795698 @default.
- W2989968315 hasConcept C115961682 @default.
- W2989968315 hasConcept C140146324 @default.
- W2989968315 hasConcept C147037132 @default.
- W2989968315 hasConcept C153083717 @default.
- W2989968315 hasConcept C153180895 @default.
- W2989968315 hasConcept C154945302 @default.
- W2989968315 hasConcept C155281189 @default.
- W2989968315 hasConcept C18653775 @default.
- W2989968315 hasConcept C199360897 @default.
- W2989968315 hasConcept C202444582 @default.
- W2989968315 hasConcept C33923547 @default.
- W2989968315 hasConcept C41008148 @default.
- W2989968315 hasConcept C63584917 @default.
- W2989968315 hasConcept C80444323 @default.
- W2989968315 hasConceptScore W2989968315C105795698 @default.
- W2989968315 hasConceptScore W2989968315C115961682 @default.
- W2989968315 hasConceptScore W2989968315C140146324 @default.
- W2989968315 hasConceptScore W2989968315C147037132 @default.
- W2989968315 hasConceptScore W2989968315C153083717 @default.
- W2989968315 hasConceptScore W2989968315C153180895 @default.
- W2989968315 hasConceptScore W2989968315C154945302 @default.
- W2989968315 hasConceptScore W2989968315C155281189 @default.
- W2989968315 hasConceptScore W2989968315C18653775 @default.
- W2989968315 hasConceptScore W2989968315C199360897 @default.
- W2989968315 hasConceptScore W2989968315C202444582 @default.
- W2989968315 hasConceptScore W2989968315C33923547 @default.
- W2989968315 hasConceptScore W2989968315C41008148 @default.
- W2989968315 hasConceptScore W2989968315C63584917 @default.
- W2989968315 hasConceptScore W2989968315C80444323 @default.
- W2989968315 hasLocation W29899683151 @default.
- W2989968315 hasOpenAccess W2989968315 @default.
- W2989968315 hasPrimaryLocation W29899683151 @default.
- W2989968315 hasRelatedWork W1453599610 @default.
- W2989968315 hasRelatedWork W1496659369 @default.
- W2989968315 hasRelatedWork W1859119539 @default.
- W2989968315 hasRelatedWork W1902759637 @default.
- W2989968315 hasRelatedWork W2128197086 @default.
- W2989968315 hasRelatedWork W2136911117 @default.
- W2989968315 hasRelatedWork W2162409847 @default.
- W2989968315 hasRelatedWork W2394767630 @default.
- W2989968315 hasRelatedWork W2514499445 @default.
- W2989968315 hasRelatedWork W2528494840 @default.
- W2989968315 hasRelatedWork W2746125456 @default.
- W2989968315 hasRelatedWork W2906435411 @default.
- W2989968315 hasRelatedWork W2999161242 @default.
- W2989968315 hasRelatedWork W3035788290 @default.
- W2989968315 hasRelatedWork W3195645930 @default.
- W2989968315 hasRelatedWork W66901128 @default.
- W2989968315 hasRelatedWork W806527062 @default.
- W2989968315 hasRelatedWork W96068217 @default.
- W2989968315 hasRelatedWork W2183764485 @default.
- W2989968315 hasRelatedWork W3005610766 @default.
- W2989968315 isParatext "false" @default.
- W2989968315 isRetracted "false" @default.
- W2989968315 magId "2989968315" @default.
- W2989968315 workType "article" @default.