FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W1915943666> ?p ?o ?g. }

• W1915943666 abstract "In this work, we investigate the use of exemplar SVMs (linear SVMs trained with one positive example only and a vast collection of negative examples) as encoders that turn generic image features into new, task-tailored features. The proposed feature encoding leverages the ability of the exemplar-SVM (E-SVM) classifier to extract, from the original representation of the exemplar image, what is unique about it. While existing image description pipelines rely on the intuition of the designer to encode uniqueness into the feature encoding process, our proposed approach does it explicitly relative to a “universe” of features represented by the generic negatives. We show that such a post-processing enhances the performance of state-of-the art image retrieval methods based on aggregated image features, as well as the performance of nearest class mean and K-nearest neighbor image classification methods. We establish these advantages for several features, including “traditional” features as well as features derived from deep convolutional neural nets. As an additional contribution, we also propose a recursive extension of this E-SVM encoding scheme (RE-SVM) that provides further performance gains." @default.
• W1915943666 created "2016-06-24" @default.
• W1915943666 creator A5039437398 @default.
• W1915943666 creator A5053586057 @default.
• W1915943666 date "2015-06-01" @default.
• W1915943666 modified "2023-09-28" @default.
• W1915943666 title "Exemplar SVMs as visual feature encoders" @default.
• W1915943666 cites W1486469731 @default.
• W1915943666 cites W1499991161 @default.
• W1915943666 cites W1513762125 @default.
• W1915943666 cites W1524680991 @default.
• W1915943666 cites W1590510366 @default.
• W1915943666 cites W1606858007 @default.
• W1915943666 cites W1881649694 @default.
• W1915943666 cites W1955857676 @default.
• W1915943666 cites W1976921161 @default.
• W1915943666 cites W1979931042 @default.
• W1915943666 cites W1980911747 @default.
• W1915943666 cites W1984309565 @default.
• W1915943666 cites W1984553375 @default.
• W1915943666 cites W1989684337 @default.
• W1915943666 cites W2005385547 @default.
• W1915943666 cites W2012592962 @default.
• W1915943666 cites W2035652042 @default.
• W1915943666 cites W2044284589 @default.
• W1915943666 cites W2062118960 @default.
• W1915943666 cites W2078846315 @default.
• W1915943666 cites W2088866137 @default.
• W1915943666 cites W2089888558 @default.
• W1915943666 cites W2105516263 @default.
• W1915943666 cites W2109235804 @default.
• W1915943666 cites W2125993116 @default.
• W1915943666 cites W2131846894 @default.
• W1915943666 cites W2141362318 @default.
• W1915943666 cites W2147238549 @default.
• W1915943666 cites W2151103935 @default.
• W1915943666 cites W2155893237 @default.
• W1915943666 cites W2161381512 @default.
• W1915943666 cites W2161969291 @default.
• W1915943666 cites W2163605009 @default.
• W1915943666 cites W2168356304 @default.
• W1915943666 cites W2396945109 @default.
• W1915943666 doi "https://doi.org/10.1109/cvpr.2015.7298924" @default.
• W1915943666 hasPublicationYear "2015" @default.
• W1915943666 type Work @default.
• W1915943666 sameAs 1915943666 @default.
• W1915943666 citedByCount "26" @default.
• W1915943666 countsByYear W19159436662016 @default.
• W1915943666 countsByYear W19159436662017 @default.
• W1915943666 countsByYear W19159436662018 @default.
• W1915943666 countsByYear W19159436662019 @default.
• W1915943666 countsByYear W19159436662020 @default.
• W1915943666 countsByYear W19159436662021 @default.
• W1915943666 crossrefType "proceedings-article" @default.
• W1915943666 hasAuthorship W1915943666A5039437398 @default.
• W1915943666 hasAuthorship W1915943666A5053586057 @default.
• W1915943666 hasBestOaLocation W19159436662 @default.
• W1915943666 hasConcept C104317684 @default.
• W1915943666 hasConcept C111919701 @default.
• W1915943666 hasConcept C115961682 @default.
• W1915943666 hasConcept C118505674 @default.
• W1915943666 hasConcept C119857082 @default.
• W1915943666 hasConcept C12267149 @default.
• W1915943666 hasConcept C125411270 @default.
• W1915943666 hasConcept C153180895 @default.
• W1915943666 hasConcept C154945302 @default.
• W1915943666 hasConcept C185592680 @default.
• W1915943666 hasConcept C41008148 @default.
• W1915943666 hasConcept C52622490 @default.
• W1915943666 hasConcept C55493867 @default.
• W1915943666 hasConcept C66746571 @default.
• W1915943666 hasConcept C75294576 @default.
• W1915943666 hasConcept C81363708 @default.
• W1915943666 hasConcept C83665646 @default.
• W1915943666 hasConcept C95623464 @default.
• W1915943666 hasConceptScore W1915943666C104317684 @default.
• W1915943666 hasConceptScore W1915943666C111919701 @default.
• W1915943666 hasConceptScore W1915943666C115961682 @default.
• W1915943666 hasConceptScore W1915943666C118505674 @default.
• W1915943666 hasConceptScore W1915943666C119857082 @default.
• W1915943666 hasConceptScore W1915943666C12267149 @default.
• W1915943666 hasConceptScore W1915943666C125411270 @default.
• W1915943666 hasConceptScore W1915943666C153180895 @default.
• W1915943666 hasConceptScore W1915943666C154945302 @default.
• W1915943666 hasConceptScore W1915943666C185592680 @default.
• W1915943666 hasConceptScore W1915943666C41008148 @default.
• W1915943666 hasConceptScore W1915943666C52622490 @default.
• W1915943666 hasConceptScore W1915943666C55493867 @default.
• W1915943666 hasConceptScore W1915943666C66746571 @default.
• W1915943666 hasConceptScore W1915943666C75294576 @default.
• W1915943666 hasConceptScore W1915943666C81363708 @default.
• W1915943666 hasConceptScore W1915943666C83665646 @default.
• W1915943666 hasConceptScore W1915943666C95623464 @default.
• W1915943666 hasLocation W19159436661 @default.
• W1915943666 hasLocation W19159436662 @default.
• W1915943666 hasOpenAccess W1915943666 @default.
• W1915943666 hasPrimaryLocation W19159436661 @default.
• W1915943666 hasRelatedWork W1524680991 @default.
• W1915943666 hasRelatedWork W1556531089 @default.
• W1915943666 hasRelatedWork W1679894842 @default.

• next