Early Glaucoma Detection by Using Style Transfer to Predict Retinal Nerve Fiber Layer Thickness Distribution on the Fundus Photograph.

Chen, Henry Shen-Lih; Chen, Guan-An; Syu, Jhen-Yang; Chuang, Lan-Hsin; Su, Wei-Wen; Wu, Wei-Chi; Liu, Jian-Hong; Chen, Jian-Ren; Huang, Su-Chen; Kang, Eugene Yu-Chuan

Chen, Henry Shen-Lih; Chen, Guan-An; Syu, Jhen-Yang; Chuang, Lan-Hsin; Su, Wei-Wen; Wu, Wei-Chi; Liu, Jian-Hong; Chen, Jian-Ren; Huang, Su-Chen; Kang, Eugene Yu-Chuan.

Afiliación

Chen HS; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan, Taiwan.
Chen GA; College of Medicine, Chang Gung University, Taoyuan, Taiwan.
Syu JY; Healthcare Service Division, Department of Intelligent Medical & Healthcare, Service Systems Technology Center, Industrial Technology Research Institute, Hsinchu, Taiwan.
Chuang LH; Healthcare Service Division, Department of Intelligent Medical & Healthcare, Service Systems Technology Center, Industrial Technology Research Institute, Hsinchu, Taiwan.
Su WW; College of Medicine, Chang Gung University, Taoyuan, Taiwan.
Wu WC; Department of Ophthalmology, Keelung Chang Gung Memorial Hospital, Keelung, Taiwan.
Liu JH; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan, Taiwan.
Chen JR; College of Medicine, Chang Gung University, Taoyuan, Taiwan.
Huang SC; Department of Ophthalmology, Chang Gung Memorial Hospital, Linkou Medical Center, Taoyuan, Taiwan.
Kang EY; College of Medicine, Chang Gung University, Taoyuan, Taiwan.

Ophthalmol Sci ; 2(3): 100180, 2022 Sep.

Article en En | MEDLINE | ID: mdl-36245759

Palabras clave

Autoencoder; DL, deep learning; DNN, deep neural network; GAN, generative adversarial network; Glaucoma; Image-to-image translation; OCT; PSNR, peak signal-to-noise ratio; RNFL, retinal nerve fiber layer; Retinal nerve fiber layer thickness; SD-OCT, spectral domain optical coherence tomography; SSIM, structural similarity index measure; VAE, variational autoencoder

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Texto completo: 1 Colección: 01-internacional Base de datos: MEDLINE Tipo de estudio: Diagnostic_studies / Prognostic_studies / Risk_factors_studies Idioma: En Revista: Ophthalmol Sci Año: 2022 Tipo del documento: Article País de afiliación: Taiwán Pais de publicación: Países Bajos

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