FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387602764> ?p ?o ?g. }

• W4387602764 endingPage "11" @default.
• W4387602764 startingPage "1" @default.
• W4387602764 abstract "Combining large multi-center datasets can enhance statistical power, particularly in the field of neurology, where data can be scarce. However, applying a deep learning model trained on existing neuroimaging data often leads to inconsistent results when tested on new data due to domain shift caused by differences between the training (source domain) and testing (target domain) data. Existing literature offers several solutions based on domain adaptation (DA) techniques, which ignore complex practical scenarios where heterogeneity may exist in the source or target domain. This study proposes a new perspective in solving the domain shift issue for MRI data by identifying and addressing the dominant factor causing heterogeneity in the dataset. We design an unsupervised DA method leveraging the maximum mean discrepancy and correlation alignment loss in order to align domain-invariant features. Instead of regarding the entire dataset as a source or target domain, the dataset is processed based on the dominant factor of data variations, which is the scanner manufacturer. Afterwards, the target domain’s feature space is aligned pairwise with respect to each source domain’s feature map. Experimental results demonstrate significant performance gain for multiple inter- and intra-study neurodegenerative disease classification tasks. Source code available at (https://github.com/rkushol/DAMS) ." @default.
• W4387602764 created "2023-10-14" @default.
• W4387602764 creator A5010575087 @default.
• W4387602764 creator A5011158881 @default.
• W4387602764 creator A5047132192 @default.
• W4387602764 creator A5069847897 @default.
• W4387602764 creator A5081300658 @default.
• W4387602764 creator A5085398611 @default.
• W4387602764 date "2023-10-14" @default.
• W4387602764 modified "2023-10-14" @default.
• W4387602764 title "Domain Adaptation of MRI Scanners as an Alternative to MRI Harmonization" @default.
• W4387602764 cites W1536680647 @default.
• W4387602764 cites W2078524519 @default.
• W4387602764 cites W2108598243 @default.
• W4387602764 cites W2115799070 @default.
• W4387602764 cites W2123957845 @default.
• W4387602764 cites W2162651021 @default.
• W4387602764 cites W2194775991 @default.
• W4387602764 cites W2413867752 @default.
• W4387602764 cites W2904209271 @default.
• W4387602764 cites W2950086191 @default.
• W4387602764 cites W2964288524 @default.
• W4387602764 cites W2981720610 @default.
• W4387602764 cites W2982397048 @default.
• W4387602764 cites W2988064907 @default.
• W4387602764 cites W2990096221 @default.
• W4387602764 cites W3022315685 @default.
• W4387602764 cites W3043233900 @default.
• W4387602764 cites W3089424781 @default.
• W4387602764 cites W3099739133 @default.
• W4387602764 cites W3100715778 @default.
• W4387602764 cites W3204364267 @default.
• W4387602764 cites W3214734349 @default.
• W4387602764 cites W3216447229 @default.
• W4387602764 cites W4224994441 @default.
• W4387602764 cites W4280557501 @default.
• W4387602764 cites W4310456609 @default.
• W4387602764 cites W4319062299 @default.
• W4387602764 cites W4321524559 @default.
• W4387602764 cites W4385376394 @default.
• W4387602764 doi "https://doi.org/10.1007/978-3-031-45857-6_1" @default.
• W4387602764 hasPublicationYear "2023" @default.
• W4387602764 type Work @default.
• W4387602764 citedByCount "0" @default.
• W4387602764 crossrefType "book-chapter" @default.
• W4387602764 hasAuthorship W4387602764A5010575087 @default.
• W4387602764 hasAuthorship W4387602764A5011158881 @default.
• W4387602764 hasAuthorship W4387602764A5047132192 @default.
• W4387602764 hasAuthorship W4387602764A5069847897 @default.
• W4387602764 hasAuthorship W4387602764A5081300658 @default.
• W4387602764 hasAuthorship W4387602764A5085398611 @default.
• W4387602764 hasConcept C111919701 @default.
• W4387602764 hasConcept C119857082 @default.
• W4387602764 hasConcept C124101348 @default.
• W4387602764 hasConcept C134306372 @default.
• W4387602764 hasConcept C138885662 @default.
• W4387602764 hasConcept C153180895 @default.
• W4387602764 hasConcept C154945302 @default.
• W4387602764 hasConcept C184898388 @default.
• W4387602764 hasConcept C2776401178 @default.
• W4387602764 hasConcept C2776434776 @default.
• W4387602764 hasConcept C33923547 @default.
• W4387602764 hasConcept C36503486 @default.
• W4387602764 hasConcept C41008148 @default.
• W4387602764 hasConcept C41895202 @default.
• W4387602764 hasConcept C43126263 @default.
• W4387602764 hasConcept C95623464 @default.
• W4387602764 hasConceptScore W4387602764C111919701 @default.
• W4387602764 hasConceptScore W4387602764C119857082 @default.
• W4387602764 hasConceptScore W4387602764C124101348 @default.
• W4387602764 hasConceptScore W4387602764C134306372 @default.
• W4387602764 hasConceptScore W4387602764C138885662 @default.
• W4387602764 hasConceptScore W4387602764C153180895 @default.
• W4387602764 hasConceptScore W4387602764C154945302 @default.
• W4387602764 hasConceptScore W4387602764C184898388 @default.
• W4387602764 hasConceptScore W4387602764C2776401178 @default.
• W4387602764 hasConceptScore W4387602764C2776434776 @default.
• W4387602764 hasConceptScore W4387602764C33923547 @default.
• W4387602764 hasConceptScore W4387602764C36503486 @default.
• W4387602764 hasConceptScore W4387602764C41008148 @default.
• W4387602764 hasConceptScore W4387602764C41895202 @default.
• W4387602764 hasConceptScore W4387602764C43126263 @default.
• W4387602764 hasConceptScore W4387602764C95623464 @default.
• W4387602764 hasLocation W43876027641 @default.
• W4387602764 hasOpenAccess W4387602764 @default.
• W4387602764 hasPrimaryLocation W43876027641 @default.
• W4387602764 hasRelatedWork W2250728308 @default.
• W4387602764 hasRelatedWork W2955455867 @default.
• W4387602764 hasRelatedWork W2997645659 @default.
• W4387602764 hasRelatedWork W3180787869 @default.
• W4387602764 hasRelatedWork W3200691949 @default.
• W4387602764 hasRelatedWork W3203792196 @default.
• W4387602764 hasRelatedWork W4295929828 @default.
• W4387602764 hasRelatedWork W4300172004 @default.
• W4387602764 hasRelatedWork W4321649381 @default.
• W4387602764 hasRelatedWork W4375869316 @default.
• W4387602764 isParatext "false" @default.
• W4387602764 isRetracted "false" @default.

• next