SynthEye: Investigating the Impact of Synthetic Data on Artificial Intelligence-assisted Gene Diagnosis of Inherited Retinal Disease.

Veturi, Yoga Advaith; Woof, William; Lazebnik, Teddy; Moghul, Ismail; Woodward-Court, Peter; Wagner, Siegfried K; Cabral de Guimarães, Thales Antonio; Daich Varela, Malena; Liefers, Bart; Patel, Praveen J; Beck, Stephan; Webster, Andrew R; Mahroo, Omar; Keane, Pearse A; Michaelides, Michel; Balaskas, Konstantinos; Pontikos, Nikolas

Veturi, Yoga Advaith; Woof, William; Lazebnik, Teddy; Moghul, Ismail; Woodward-Court, Peter; Wagner, Siegfried K; Cabral de Guimarães, Thales Antonio; Daich Varela, Malena; Liefers, Bart; Patel, Praveen J; Beck, Stephan; Webster, Andrew R; Mahroo, Omar; Keane, Pearse A; Michaelides, Michel; Balaskas, Konstantinos; Pontikos, Nikolas.

Afiliação

Veturi YA; University College London Institute of Ophthalmology, University College London, London, UK.
Woof W; Moorfields Eye Hospital, London, UK.
Lazebnik T; University College London Institute of Ophthalmology, University College London, London, UK.
Moghul I; Moorfields Eye Hospital, London, UK.
Woodward-Court P; University College London Cancer Institute, University College London, London, UK.
Wagner SK; Moorfields Eye Hospital, London, UK.
Cabral de Guimarães TA; University College London Institute of Ophthalmology, University College London, London, UK.
Daich Varela M; Moorfields Eye Hospital, London, UK.
Liefers B; University College London Institute of Ophthalmology, University College London, London, UK.
Patel PJ; Moorfields Eye Hospital, London, UK.
Beck S; University College London Institute of Ophthalmology, University College London, London, UK.
Webster AR; Moorfields Eye Hospital, London, UK.
Mahroo O; University College London Institute of Ophthalmology, University College London, London, UK.
Keane PA; Moorfields Eye Hospital, London, UK.
Michaelides M; Moorfields Eye Hospital, London, UK.
Balaskas K; Moorfields Eye Hospital, London, UK.
Pontikos N; University College London Cancer Institute, University College London, London, UK.

Ophthalmol Sci ; 3(2): 100258, 2023 Jun.

Article em En | MEDLINE | ID: mdl-36685715

Palavras-chave

AUROC, area under the receiver operating characteristic curve; BRISQUE, Blind/Referenceless Image Spatial Quality Evaluator; Class imbalance; Clinical Decision-Support Model; DL, deep learning; Deep Learning; FAF, fundas autofluorescence; FRR, Fake Recognition Rate; GAN, generative adversarial network; Generative Adversarial Networks; IRD, inherited retinal disease; Inherited Retinal Diseases; MEH, Moorfields Eye Hospital; R, baseline model; RB, rebalanced model; S, synthetic data trained model; Synthetic data; TRR, True Recognition Rate; UMAP, Universal Manifold Approximation and Projection

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Texto completo: 1 Coleções: 01-internacional Base de dados: MEDLINE Tipo de estudo: Diagnostic_studies / Prognostic_studies Idioma: En Revista: Ophthalmol Sci Ano de publicação: 2023 Tipo de documento: Article País de afiliação: Reino Unido

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