FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2169658520> ?p ?o ?g. }

• W2169658520 abstract "The high complexity of multi-scale, category-level object detection in cluttered scenes is efficiently handled by Hough voting methods. However, the main shortcoming of the approach is that mutually dependent local observations are independently casting their votes for intrinsically global object properties such as object scale. Object hypotheses are then assumed to be a mere sum of their part votes. Popular representation schemes are, however, based on a dense sampling of semi-local image features, which are consequently mutually dependent. We take advantage of part dependencies and incorporate them into probabilistic Hough voting by deriving an objective function that connects three intimately related problems: i) grouping mutually dependent parts, ii) solving the correspondence problem conjointly for dependent parts, and iii) finding concerted object hypotheses using extended groups rather than based on local observations alone. Early commitments are avoided by not restricting parts to only a single vote for a locally best correspondence and we learn a weighting of parts during training to reflect their differing relevance for an object. Experiments successfully demonstrate the benefit of incorporating part dependencies through grouping into Hough voting. The joint optimization of groupings, correspondences, and votes not only improves the detection accuracy over standard Hough voting and a sliding window baseline, but it also reduces the computational complexity by significantly decreasing the number of candidate hypotheses." @default.
• W2169658520 created "2016-06-24" @default.
• W2169658520 creator A5019427210 @default.
• W2169658520 creator A5084415727 @default.
• W2169658520 date "2015-06-01" @default.
• W2169658520 modified "2023-09-24" @default.
• W2169658520 title "Beyond the Sum of Parts: Voting with Groups of Dependent Entities" @default.
• W2169658520 cites W1272423708 @default.
• W2169658520 cites W135305794 @default.
• W2169658520 cites W1530406617 @default.
• W2169658520 cites W1531902019 @default.
• W2169658520 cites W1557370378 @default.
• W2169658520 cites W1625255723 @default.
• W2169658520 cites W1777102342 @default.
• W2169658520 cites W1991711375 @default.
• W2169658520 cites W1995444699 @default.
• W2169658520 cites W2003253251 @default.
• W2169658520 cites W2030536784 @default.
• W2169658520 cites W2035822736 @default.
• W2169658520 cites W2081371040 @default.
• W2169658520 cites W2086374833 @default.
• W2169658520 cites W2091068168 @default.
• W2169658520 cites W2103658758 @default.
• W2169658520 cites W2103897297 @default.
• W2169658520 cites W2106255337 @default.
• W2169658520 cites W2113201641 @default.
• W2169658520 cites W2113228424 @default.
• W2169658520 cites W2113656553 @default.
• W2169658520 cites W2114037861 @default.
• W2169658520 cites W2116046277 @default.
• W2169658520 cites W2118330267 @default.
• W2169658520 cites W2123602281 @default.
• W2169658520 cites W2124386111 @default.
• W2169658520 cites W2124722975 @default.
• W2169658520 cites W2128216633 @default.
• W2169658520 cites W2129305389 @default.
• W2169658520 cites W2135931458 @default.
• W2169658520 cites W2140804075 @default.
• W2169658520 cites W2145169631 @default.
• W2169658520 cites W2145743319 @default.
• W2169658520 cites W2154086615 @default.
• W2169658520 cites W2154422044 @default.
• W2169658520 cites W2161969291 @default.
• W2169658520 cites W2162820221 @default.
• W2169658520 cites W2162915993 @default.
• W2169658520 cites W2166160268 @default.
• W2169658520 cites W2166742463 @default.
• W2169658520 cites W2168002178 @default.
• W2169658520 cites W2168356304 @default.
• W2169658520 cites W2168709984 @default.
• W2169658520 cites W22745672 @default.
• W2169658520 cites W2548546665 @default.
• W2169658520 cites W2597127905 @default.
• W2169658520 cites W3097096317 @default.
• W2169658520 cites W1590547855 @default.
• W2169658520 doi "https://doi.org/10.1109/tpami.2014.2363456" @default.
• W2169658520 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/26357338" @default.
• W2169658520 hasPublicationYear "2015" @default.
• W2169658520 type Work @default.
• W2169658520 sameAs 2169658520 @default.
• W2169658520 citedByCount "1" @default.
• W2169658520 countsByYear W21696585202020 @default.
• W2169658520 crossrefType "journal-article" @default.
• W2169658520 hasAuthorship W2169658520A5019427210 @default.
• W2169658520 hasAuthorship W2169658520A5084415727 @default.
• W2169658520 hasConcept C115961682 @default.
• W2169658520 hasConcept C126838900 @default.
• W2169658520 hasConcept C153180895 @default.
• W2169658520 hasConcept C154945302 @default.
• W2169658520 hasConcept C17744445 @default.
• W2169658520 hasConcept C183115368 @default.
• W2169658520 hasConcept C199539241 @default.
• W2169658520 hasConcept C200518788 @default.
• W2169658520 hasConcept C2776151529 @default.
• W2169658520 hasConcept C2776359362 @default.
• W2169658520 hasConcept C2781238097 @default.
• W2169658520 hasConcept C33923547 @default.
• W2169658520 hasConcept C41008148 @default.
• W2169658520 hasConcept C49937458 @default.
• W2169658520 hasConcept C520049643 @default.
• W2169658520 hasConcept C71924100 @default.
• W2169658520 hasConcept C94625758 @default.
• W2169658520 hasConceptScore W2169658520C115961682 @default.
• W2169658520 hasConceptScore W2169658520C126838900 @default.
• W2169658520 hasConceptScore W2169658520C153180895 @default.
• W2169658520 hasConceptScore W2169658520C154945302 @default.
• W2169658520 hasConceptScore W2169658520C17744445 @default.
• W2169658520 hasConceptScore W2169658520C183115368 @default.
• W2169658520 hasConceptScore W2169658520C199539241 @default.
• W2169658520 hasConceptScore W2169658520C200518788 @default.
• W2169658520 hasConceptScore W2169658520C2776151529 @default.
• W2169658520 hasConceptScore W2169658520C2776359362 @default.
• W2169658520 hasConceptScore W2169658520C2781238097 @default.
• W2169658520 hasConceptScore W2169658520C33923547 @default.
• W2169658520 hasConceptScore W2169658520C41008148 @default.
• W2169658520 hasConceptScore W2169658520C49937458 @default.
• W2169658520 hasConceptScore W2169658520C520049643 @default.
• W2169658520 hasConceptScore W2169658520C71924100 @default.
• W2169658520 hasConceptScore W2169658520C94625758 @default.
• W2169658520 hasFunder F4320308022 @default.

• next