Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387640526> ?p ?o ?g. }
- W4387640526 endingPage "63" @default.
- W4387640526 startingPage "53" @default.
- W4387640526 abstract "Alzheimer’s disease and Frontotemporal dementia are common types of neurodegenerative disorders that present overlapping clinical symptoms, making their differential diagnosis very challenging. Numerous efforts have been done for the diagnosis of each disease but the problem of multi-class differential diagnosis has not been actively explored. In recent years, transformer-based models have demonstrated remarkable success in various computer vision tasks. However, their use in disease diagnostic is uncommon due to the limited amount of 3D medical data given the large size of such models. In this paper, we present a novel 3D transformer-based architecture using a deformable patch location module to improve the differential diagnosis of Alzheimer’s disease and Frontotemporal dementia. Moreover, to overcome the problem of data scarcity, we propose an efficient combination of various data augmentation techniques, adapted for training transformer-based models on 3D structural magnetic resonance imaging data. Finally, we propose to combine our transformer-based model with a traditional machine learning model using brain structure volumes to better exploit the available data. Our experiments demonstrate the effectiveness of the proposed approach, showing competitive results compared to state-of-the-art methods. Moreover, the deformable patch locations can be visualized, revealing the most relevant brain regions used to establish the diagnosis of each disease." @default.
- W4387640526 created "2023-10-15" @default.
- W4387640526 creator A5041744685 @default.
- W4387640526 creator A5047395667 @default.
- W4387640526 creator A5091170661 @default.
- W4387640526 creator A5091785783 @default.
- W4387640526 date "2023-10-15" @default.
- W4387640526 modified "2023-10-15" @default.
- W4387640526 title "3D Transformer Based on Deformable Patch Location for Differential Diagnosis Between Alzheimer’s Disease and Frontotemporal Dementia" @default.
- W4387640526 cites W1899329334 @default.
- W4387640526 cites W2001199794 @default.
- W4387640526 cites W2045387668 @default.
- W4387640526 cites W2066766733 @default.
- W4387640526 cites W2078524519 @default.
- W4387640526 cites W2086509186 @default.
- W4387640526 cites W2104048700 @default.
- W4387640526 cites W2114133705 @default.
- W4387640526 cites W2117340355 @default.
- W4387640526 cites W2124433209 @default.
- W4387640526 cites W2128030851 @default.
- W4387640526 cites W2129295534 @default.
- W4387640526 cites W2136145485 @default.
- W4387640526 cites W2157735468 @default.
- W4387640526 cites W2164417323 @default.
- W4387640526 cites W2192985207 @default.
- W4387640526 cites W2263173985 @default.
- W4387640526 cites W2919311607 @default.
- W4387640526 cites W2992511782 @default.
- W4387640526 cites W3033157674 @default.
- W4387640526 cites W3047639785 @default.
- W4387640526 cites W3094064442 @default.
- W4387640526 cites W3122625233 @default.
- W4387640526 cites W3138516171 @default.
- W4387640526 cites W4213299957 @default.
- W4387640526 cites W4225007440 @default.
- W4387640526 cites W4241875855 @default.
- W4387640526 cites W4283013215 @default.
- W4387640526 cites W4285011955 @default.
- W4387640526 cites W4295793489 @default.
- W4387640526 cites W4312749457 @default.
- W4387640526 cites W4312960790 @default.
- W4387640526 cites W4313125078 @default.
- W4387640526 doi "https://doi.org/10.1007/978-3-031-45676-3_6" @default.
- W4387640526 hasPublicationYear "2023" @default.
- W4387640526 type Work @default.
- W4387640526 citedByCount "0" @default.
- W4387640526 crossrefType "book-chapter" @default.
- W4387640526 hasAuthorship W4387640526A5041744685 @default.
- W4387640526 hasAuthorship W4387640526A5047395667 @default.
- W4387640526 hasAuthorship W4387640526A5091170661 @default.
- W4387640526 hasAuthorship W4387640526A5091785783 @default.
- W4387640526 hasConcept C119857082 @default.
- W4387640526 hasConcept C121332964 @default.
- W4387640526 hasConcept C126838900 @default.
- W4387640526 hasConcept C142724271 @default.
- W4387640526 hasConcept C143409427 @default.
- W4387640526 hasConcept C154945302 @default.
- W4387640526 hasConcept C165696696 @default.
- W4387640526 hasConcept C165801399 @default.
- W4387640526 hasConcept C2778641062 @default.
- W4387640526 hasConcept C2779134260 @default.
- W4387640526 hasConcept C2779483572 @default.
- W4387640526 hasConcept C2780801072 @default.
- W4387640526 hasConcept C38652104 @default.
- W4387640526 hasConcept C41008148 @default.
- W4387640526 hasConcept C62520636 @default.
- W4387640526 hasConcept C66322947 @default.
- W4387640526 hasConcept C71924100 @default.
- W4387640526 hasConceptScore W4387640526C119857082 @default.
- W4387640526 hasConceptScore W4387640526C121332964 @default.
- W4387640526 hasConceptScore W4387640526C126838900 @default.
- W4387640526 hasConceptScore W4387640526C142724271 @default.
- W4387640526 hasConceptScore W4387640526C143409427 @default.
- W4387640526 hasConceptScore W4387640526C154945302 @default.
- W4387640526 hasConceptScore W4387640526C165696696 @default.
- W4387640526 hasConceptScore W4387640526C165801399 @default.
- W4387640526 hasConceptScore W4387640526C2778641062 @default.
- W4387640526 hasConceptScore W4387640526C2779134260 @default.
- W4387640526 hasConceptScore W4387640526C2779483572 @default.
- W4387640526 hasConceptScore W4387640526C2780801072 @default.
- W4387640526 hasConceptScore W4387640526C38652104 @default.
- W4387640526 hasConceptScore W4387640526C41008148 @default.
- W4387640526 hasConceptScore W4387640526C62520636 @default.
- W4387640526 hasConceptScore W4387640526C66322947 @default.
- W4387640526 hasConceptScore W4387640526C71924100 @default.
- W4387640526 hasLocation W43876405261 @default.
- W4387640526 hasOpenAccess W4387640526 @default.
- W4387640526 hasPrimaryLocation W43876405261 @default.
- W4387640526 hasRelatedWork W1496222301 @default.
- W4387640526 hasRelatedWork W1590307681 @default.
- W4387640526 hasRelatedWork W1671936420 @default.
- W4387640526 hasRelatedWork W2353836703 @default.
- W4387640526 hasRelatedWork W2358353312 @default.
- W4387640526 hasRelatedWork W3207760230 @default.
- W4387640526 hasRelatedWork W41015297 @default.
- W4387640526 hasRelatedWork W4280645561 @default.
- W4387640526 hasRelatedWork W4285370786 @default.
- W4387640526 hasRelatedWork W4312814274 @default.