Matches in SemOpenAlex for { <https://semopenalex.org/work/W2794134128> ?p ?o ?g. }
- W2794134128 endingPage "495" @default.
- W2794134128 startingPage "495" @default.
- W2794134128 abstract "In order to lower the dependence on textual annotations for image searches, the content based image retrieval (CBIR) has become a popular topic in computer vision. A wide range of CBIR applications consider classification techniques, such as artificial neural networks (ANN), support vector machines (SVM), etc. to understand the query image content to retrieve relevant output. However, in multi-class search environments, the retrieval results are far from optimal due to overlapping semantics amongst subjects of various classes. The classification through multiple classifiers generate better results, but as the number of negative examples increases due to highly correlated semantic classes, classification bias occurs towards the negative class, hence, the combination of the classifiers become even more unstable particularly in one-against-all classification scenarios. In order to resolve this issue, a genetic algorithm (GA) based classifier comity learning (GCCL) method is presented in this paper to generate stable classifiers by combining ANN with SVMs through asymmetric and symmetric bagging. The proposed approach resolves the classification disagreement amongst different classifiers and also resolves the class imbalance problem in CBIR. Once the stable classifiers are generated, the query image is presented to the trained model to understand the underlying semantic content of the query image for association with the precise semantic class. Afterwards, the feature similarity is computed within the obtained class to generate the semantic response of the system. The experiments reveal that the proposed method outperforms various state-of-the-art methods and significantly improves the image retrieval performance." @default.
- W2794134128 created "2018-03-29" @default.
- W2794134128 creator A5004698768 @default.
- W2794134128 creator A5010686488 @default.
- W2794134128 creator A5031104536 @default.
- W2794134128 creator A5037162400 @default.
- W2794134128 creator A5053851980 @default.
- W2794134128 creator A5062907646 @default.
- W2794134128 creator A5069324602 @default.
- W2794134128 date "2018-03-26" @default.
- W2794134128 modified "2023-10-09" @default.
- W2794134128 title "An Ensemble Based Evolutionary Approach to the Class Imbalance Problem with Applications in CBIR" @default.
- W2794134128 cites W1568373088 @default.
- W2794134128 cites W1966739776 @default.
- W2794134128 cites W1967643748 @default.
- W2794134128 cites W1974549579 @default.
- W2794134128 cites W1981399499 @default.
- W2794134128 cites W1981413807 @default.
- W2794134128 cites W1991714174 @default.
- W2794134128 cites W1997931221 @default.
- W2794134128 cites W2001121074 @default.
- W2794134128 cites W2004987553 @default.
- W2794134128 cites W2024223694 @default.
- W2794134128 cites W2033457004 @default.
- W2794134128 cites W2033601173 @default.
- W2794134128 cites W2041152337 @default.
- W2794134128 cites W2042319986 @default.
- W2794134128 cites W2043367171 @default.
- W2794134128 cites W2053107099 @default.
- W2794134128 cites W2058824296 @default.
- W2794134128 cites W2064341520 @default.
- W2794134128 cites W2070808135 @default.
- W2794134128 cites W2071309849 @default.
- W2794134128 cites W2071590405 @default.
- W2794134128 cites W2077832074 @default.
- W2794134128 cites W2088950943 @default.
- W2794134128 cites W2099454382 @default.
- W2794134128 cites W2109839807 @default.
- W2794134128 cites W2110329341 @default.
- W2794134128 cites W2112037975 @default.
- W2794134128 cites W2113817964 @default.
- W2794134128 cites W2119498311 @default.
- W2794134128 cites W2121094767 @default.
- W2794134128 cites W2126528353 @default.
- W2794134128 cites W2130660124 @default.
- W2794134128 cites W2136156140 @default.
- W2794134128 cites W2138516811 @default.
- W2794134128 cites W2141348861 @default.
- W2794134128 cites W2147497470 @default.
- W2794134128 cites W2153381360 @default.
- W2794134128 cites W2409822643 @default.
- W2794134128 cites W2518557480 @default.
- W2794134128 cites W2792154331 @default.
- W2794134128 cites W4212883601 @default.
- W2794134128 cites W890353165 @default.
- W2794134128 doi "https://doi.org/10.3390/app8040495" @default.
- W2794134128 hasPublicationYear "2018" @default.
- W2794134128 type Work @default.
- W2794134128 sameAs 2794134128 @default.
- W2794134128 citedByCount "19" @default.
- W2794134128 countsByYear W27941341282018 @default.
- W2794134128 countsByYear W27941341282019 @default.
- W2794134128 countsByYear W27941341282020 @default.
- W2794134128 countsByYear W27941341282021 @default.
- W2794134128 countsByYear W27941341282022 @default.
- W2794134128 countsByYear W27941341282023 @default.
- W2794134128 crossrefType "journal-article" @default.
- W2794134128 hasAuthorship W2794134128A5004698768 @default.
- W2794134128 hasAuthorship W2794134128A5010686488 @default.
- W2794134128 hasAuthorship W2794134128A5031104536 @default.
- W2794134128 hasAuthorship W2794134128A5037162400 @default.
- W2794134128 hasAuthorship W2794134128A5053851980 @default.
- W2794134128 hasAuthorship W2794134128A5062907646 @default.
- W2794134128 hasAuthorship W2794134128A5069324602 @default.
- W2794134128 hasBestOaLocation W27941341281 @default.
- W2794134128 hasConcept C115961682 @default.
- W2794134128 hasConcept C119857082 @default.
- W2794134128 hasConcept C12267149 @default.
- W2794134128 hasConcept C124101348 @default.
- W2794134128 hasConcept C153180895 @default.
- W2794134128 hasConcept C154945302 @default.
- W2794134128 hasConcept C1667742 @default.
- W2794134128 hasConcept C2777212361 @default.
- W2794134128 hasConcept C2780052074 @default.
- W2794134128 hasConcept C41008148 @default.
- W2794134128 hasConcept C95623464 @default.
- W2794134128 hasConceptScore W2794134128C115961682 @default.
- W2794134128 hasConceptScore W2794134128C119857082 @default.
- W2794134128 hasConceptScore W2794134128C12267149 @default.
- W2794134128 hasConceptScore W2794134128C124101348 @default.
- W2794134128 hasConceptScore W2794134128C153180895 @default.
- W2794134128 hasConceptScore W2794134128C154945302 @default.
- W2794134128 hasConceptScore W2794134128C1667742 @default.
- W2794134128 hasConceptScore W2794134128C2777212361 @default.
- W2794134128 hasConceptScore W2794134128C2780052074 @default.
- W2794134128 hasConceptScore W2794134128C41008148 @default.
- W2794134128 hasConceptScore W2794134128C95623464 @default.
- W2794134128 hasFunder F4320322120 @default.