Matches in SemOpenAlex for { <https://semopenalex.org/work/W2883005809> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W2883005809 abstract "We propose a variant of residual networks (ResNets) for galaxy morphology classification. The variant, together with other popular convolutional neural networks (CNNs), are applied to a sample of 28790 galaxy images from Galaxy Zoo 2 dataset, to classify galaxies into five classes, i.e. completely round smooth, in-between smooth (between completely round and cigar-shaped), cigar-shaped smooth, edge-on and spiral. A variety of metrics, such as accuracy, precision, recall, F1 value and AUC, show that the proposed network achieves the state-of-the-art classification performance among the networks, namely, Dieleman, AlexNet, VGG, Inception and ResNets. The overall classification accuracy of our network on the testing set is 95.2083% and the accuracy of each type is given as: completely round, 96.6785%; in-between, 94.4238%; cigar-shaped, 58.6207%; edge-on, 94.3590% and spiral, 97.6953% respectively. Our model algorithm can be applied to large-scale galaxy classification in forthcoming surveys such as the Large Synoptic Survey Telescope (LSST)." @default.
- W2883005809 created "2018-08-03" @default.
- W2883005809 creator A5002071690 @default.
- W2883005809 creator A5018178311 @default.
- W2883005809 creator A5025830923 @default.
- W2883005809 creator A5039176090 @default.
- W2883005809 creator A5041907283 @default.
- W2883005809 creator A5052676364 @default.
- W2883005809 date "2019-04-01" @default.
- W2883005809 modified "2023-10-18" @default.
- W2883005809 title "Galaxy morphology classification with deep convolutional neural networks" @default.
- W2883005809 cites W1924655545 @default.
- W2883005809 cites W1972552638 @default.
- W2883005809 cites W1997610264 @default.
- W2883005809 cites W2003454866 @default.
- W2883005809 cites W2015159529 @default.
- W2883005809 cites W2030645675 @default.
- W2883005809 cites W2044738244 @default.
- W2883005809 cites W2092619407 @default.
- W2883005809 cites W2093052816 @default.
- W2883005809 cites W2103186798 @default.
- W2883005809 cites W2110454227 @default.
- W2883005809 cites W2112193291 @default.
- W2883005809 cites W2113665876 @default.
- W2883005809 cites W2132538727 @default.
- W2883005809 cites W2141504882 @default.
- W2883005809 cites W2156899877 @default.
- W2883005809 cites W2160418365 @default.
- W2883005809 cites W2163922914 @default.
- W2883005809 cites W2529128248 @default.
- W2883005809 cites W2593003715 @default.
- W2883005809 cites W2919115771 @default.
- W2883005809 cites W2963076183 @default.
- W2883005809 cites W2963982546 @default.
- W2883005809 cites W3100901804 @default.
- W2883005809 cites W3101816355 @default.
- W2883005809 cites W3121912651 @default.
- W2883005809 cites W4247359480 @default.
- W2883005809 doi "https://doi.org/10.1007/s10509-019-3540-1" @default.
- W2883005809 hasPublicationYear "2019" @default.
- W2883005809 type Work @default.
- W2883005809 sameAs 2883005809 @default.
- W2883005809 citedByCount "47" @default.
- W2883005809 countsByYear W28830058092019 @default.
- W2883005809 countsByYear W28830058092020 @default.
- W2883005809 countsByYear W28830058092021 @default.
- W2883005809 countsByYear W28830058092022 @default.
- W2883005809 countsByYear W28830058092023 @default.
- W2883005809 crossrefType "journal-article" @default.
- W2883005809 hasAuthorship W2883005809A5002071690 @default.
- W2883005809 hasAuthorship W2883005809A5018178311 @default.
- W2883005809 hasAuthorship W2883005809A5025830923 @default.
- W2883005809 hasAuthorship W2883005809A5039176090 @default.
- W2883005809 hasAuthorship W2883005809A5041907283 @default.
- W2883005809 hasAuthorship W2883005809A5052676364 @default.
- W2883005809 hasBestOaLocation W28830058092 @default.
- W2883005809 hasConcept C121332964 @default.
- W2883005809 hasConcept C153180895 @default.
- W2883005809 hasConcept C154945302 @default.
- W2883005809 hasConcept C2780848835 @default.
- W2883005809 hasConcept C41008148 @default.
- W2883005809 hasConcept C44870925 @default.
- W2883005809 hasConcept C63585750 @default.
- W2883005809 hasConcept C81363708 @default.
- W2883005809 hasConcept C98444146 @default.
- W2883005809 hasConceptScore W2883005809C121332964 @default.
- W2883005809 hasConceptScore W2883005809C153180895 @default.
- W2883005809 hasConceptScore W2883005809C154945302 @default.
- W2883005809 hasConceptScore W2883005809C2780848835 @default.
- W2883005809 hasConceptScore W2883005809C41008148 @default.
- W2883005809 hasConceptScore W2883005809C44870925 @default.
- W2883005809 hasConceptScore W2883005809C63585750 @default.
- W2883005809 hasConceptScore W2883005809C81363708 @default.
- W2883005809 hasConceptScore W2883005809C98444146 @default.
- W2883005809 hasIssue "4" @default.
- W2883005809 hasLocation W28830058091 @default.
- W2883005809 hasLocation W28830058092 @default.
- W2883005809 hasLocation W28830058093 @default.
- W2883005809 hasOpenAccess W2883005809 @default.
- W2883005809 hasPrimaryLocation W28830058091 @default.
- W2883005809 hasRelatedWork W1646233157 @default.
- W2883005809 hasRelatedWork W1963890763 @default.
- W2883005809 hasRelatedWork W2021082401 @default.
- W2883005809 hasRelatedWork W2113205597 @default.
- W2883005809 hasRelatedWork W2950328024 @default.
- W2883005809 hasRelatedWork W4282939103 @default.
- W2883005809 hasRelatedWork W4283161366 @default.
- W2883005809 hasRelatedWork W4293226380 @default.
- W2883005809 hasRelatedWork W4381108281 @default.
- W2883005809 hasRelatedWork W2160401480 @default.
- W2883005809 hasVolume "364" @default.
- W2883005809 isParatext "false" @default.
- W2883005809 isRetracted "false" @default.
- W2883005809 magId "2883005809" @default.
- W2883005809 workType "article" @default.