Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386942356> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4386942356 abstract "Domain generalization for Diabetic Retinopathy (DR) classification allows a model to adeptly classify retinal images from previously unseen domains with various imaging conditions and patient demographics, thereby enhancing its applicability in a wide range of clinical environments. In this study, we explore the inherent capacity of variational autoencoders to disentangle the latent space of fundus images, with an aim to obtain a more robust and adaptable domain-invariant representation that effectively tackles the domain shift encountered in DR datasets. Despite the simplicity of our approach, we explore the efficacy of this classical method and demonstrate its ability to outperform contemporary state-of-the-art approaches for this task using publicly available datasets. Our findings challenge the prevailing assumption that highly sophisticated methods for DR classification are inherently superior for domain generalization. This highlights the importance of considering simple methods and adapting them to the challenging task of generalizing medical images, rather than solely relying on advanced techniques." @default.
- W4386942356 created "2023-09-22" @default.
- W4386942356 creator A5000271320 @default.
- W4386942356 creator A5032830353 @default.
- W4386942356 date "2023-09-20" @default.
- W4386942356 modified "2023-10-14" @default.
- W4386942356 title "Generalizing Across Domains in Diabetic Retinopathy via Variational Autoencoders" @default.
- W4386942356 doi "https://doi.org/10.48550/arxiv.2309.11301" @default.
- W4386942356 hasPublicationYear "2023" @default.
- W4386942356 type Work @default.
- W4386942356 citedByCount "0" @default.
- W4386942356 crossrefType "posted-content" @default.
- W4386942356 hasAuthorship W4386942356A5000271320 @default.
- W4386942356 hasAuthorship W4386942356A5032830353 @default.
- W4386942356 hasBestOaLocation W43869423561 @default.
- W4386942356 hasConcept C119857082 @default.
- W4386942356 hasConcept C134306372 @default.
- W4386942356 hasConcept C153180895 @default.
- W4386942356 hasConcept C154945302 @default.
- W4386942356 hasConcept C162324750 @default.
- W4386942356 hasConcept C177148314 @default.
- W4386942356 hasConcept C17744445 @default.
- W4386942356 hasConcept C187736073 @default.
- W4386942356 hasConcept C190470478 @default.
- W4386942356 hasConcept C199539241 @default.
- W4386942356 hasConcept C2776359362 @default.
- W4386942356 hasConcept C2780451532 @default.
- W4386942356 hasConcept C33923547 @default.
- W4386942356 hasConcept C36503486 @default.
- W4386942356 hasConcept C37914503 @default.
- W4386942356 hasConcept C41008148 @default.
- W4386942356 hasConcept C94625758 @default.
- W4386942356 hasConceptScore W4386942356C119857082 @default.
- W4386942356 hasConceptScore W4386942356C134306372 @default.
- W4386942356 hasConceptScore W4386942356C153180895 @default.
- W4386942356 hasConceptScore W4386942356C154945302 @default.
- W4386942356 hasConceptScore W4386942356C162324750 @default.
- W4386942356 hasConceptScore W4386942356C177148314 @default.
- W4386942356 hasConceptScore W4386942356C17744445 @default.
- W4386942356 hasConceptScore W4386942356C187736073 @default.
- W4386942356 hasConceptScore W4386942356C190470478 @default.
- W4386942356 hasConceptScore W4386942356C199539241 @default.
- W4386942356 hasConceptScore W4386942356C2776359362 @default.
- W4386942356 hasConceptScore W4386942356C2780451532 @default.
- W4386942356 hasConceptScore W4386942356C33923547 @default.
- W4386942356 hasConceptScore W4386942356C36503486 @default.
- W4386942356 hasConceptScore W4386942356C37914503 @default.
- W4386942356 hasConceptScore W4386942356C41008148 @default.
- W4386942356 hasConceptScore W4386942356C94625758 @default.
- W4386942356 hasLocation W43869423561 @default.
- W4386942356 hasOpenAccess W4386942356 @default.
- W4386942356 hasPrimaryLocation W43869423561 @default.
- W4386942356 hasRelatedWork W2025991752 @default.
- W4386942356 hasRelatedWork W2081647779 @default.
- W4386942356 hasRelatedWork W2885094885 @default.
- W4386942356 hasRelatedWork W2961085424 @default.
- W4386942356 hasRelatedWork W3046775127 @default.
- W4386942356 hasRelatedWork W4285260836 @default.
- W4386942356 hasRelatedWork W4286629047 @default.
- W4386942356 hasRelatedWork W4306321456 @default.
- W4386942356 hasRelatedWork W4306674287 @default.
- W4386942356 hasRelatedWork W4224009465 @default.
- W4386942356 isParatext "false" @default.
- W4386942356 isRetracted "false" @default.
- W4386942356 workType "article" @default.