Matches in SemOpenAlex for { <https://semopenalex.org/work/W4226246145> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4226246145 abstract "Dropout is conventionally used during the training phase as regularization method and for quantifying uncertainty in deep learning. We propose to use dropout during training as well as inference steps, and average multiple predictions to improve the accuracy, while reducing and quantifying the uncertainty. The results are evaluated for fractional anisotropy (FA) and mean diffusivity (MD) maps which are obtained from only 3 direction scans. With our method, accuracy can be improved significantly compared to network outputs without dropout, especially when the training dataset is small. Moreover, confidence maps are generated which may aid in diagnosis of unseen pathology or artifacts." @default.
- W4226246145 created "2022-05-05" @default.
- W4226246145 creator A5000040582 @default.
- W4226246145 creator A5051462519 @default.
- W4226246145 creator A5066843175 @default.
- W4226246145 creator A5072823095 @default.
- W4226246145 creator A5075640750 @default.
- W4226246145 creator A5089382967 @default.
- W4226246145 date "2021-12-02" @default.
- W4226246145 modified "2023-10-18" @default.
- W4226246145 title "Quantifying the uncertainty of neural networks using Monte Carlo dropout for deep learning based quantitative MRI" @default.
- W4226246145 hasPublicationYear "2021" @default.
- W4226246145 type Work @default.
- W4226246145 citedByCount "0" @default.
- W4226246145 crossrefType "posted-content" @default.
- W4226246145 hasAuthorship W4226246145A5000040582 @default.
- W4226246145 hasAuthorship W4226246145A5051462519 @default.
- W4226246145 hasAuthorship W4226246145A5066843175 @default.
- W4226246145 hasAuthorship W4226246145A5072823095 @default.
- W4226246145 hasAuthorship W4226246145A5075640750 @default.
- W4226246145 hasAuthorship W4226246145A5089382967 @default.
- W4226246145 hasBestOaLocation W42262461451 @default.
- W4226246145 hasConcept C105795698 @default.
- W4226246145 hasConcept C108583219 @default.
- W4226246145 hasConcept C119857082 @default.
- W4226246145 hasConcept C154945302 @default.
- W4226246145 hasConcept C19499675 @default.
- W4226246145 hasConcept C2776135515 @default.
- W4226246145 hasConcept C2776145597 @default.
- W4226246145 hasConcept C2776214188 @default.
- W4226246145 hasConcept C2984842247 @default.
- W4226246145 hasConcept C33923547 @default.
- W4226246145 hasConcept C41008148 @default.
- W4226246145 hasConcept C50644808 @default.
- W4226246145 hasConceptScore W4226246145C105795698 @default.
- W4226246145 hasConceptScore W4226246145C108583219 @default.
- W4226246145 hasConceptScore W4226246145C119857082 @default.
- W4226246145 hasConceptScore W4226246145C154945302 @default.
- W4226246145 hasConceptScore W4226246145C19499675 @default.
- W4226246145 hasConceptScore W4226246145C2776135515 @default.
- W4226246145 hasConceptScore W4226246145C2776145597 @default.
- W4226246145 hasConceptScore W4226246145C2776214188 @default.
- W4226246145 hasConceptScore W4226246145C2984842247 @default.
- W4226246145 hasConceptScore W4226246145C33923547 @default.
- W4226246145 hasConceptScore W4226246145C41008148 @default.
- W4226246145 hasConceptScore W4226246145C50644808 @default.
- W4226246145 hasLocation W42262461451 @default.
- W4226246145 hasOpenAccess W4226246145 @default.
- W4226246145 hasPrimaryLocation W42262461451 @default.
- W4226246145 hasRelatedWork W11300528 @default.
- W4226246145 hasRelatedWork W12034600 @default.
- W4226246145 hasRelatedWork W13158784 @default.
- W4226246145 hasRelatedWork W17729602 @default.
- W4226246145 hasRelatedWork W2904021 @default.
- W4226246145 hasRelatedWork W2948318 @default.
- W4226246145 hasRelatedWork W3370582 @default.
- W4226246145 hasRelatedWork W4558901 @default.
- W4226246145 hasRelatedWork W4919037 @default.
- W4226246145 hasRelatedWork W6228540 @default.
- W4226246145 hasRelatedWork W6838662 @default.
- W4226246145 isParatext "false" @default.
- W4226246145 isRetracted "false" @default.
- W4226246145 workType "article" @default.