此外,EyeCLIP 在具有14个模态和84个条件的Retina Image Bank[28] dataset上表现最好,AUROC 为0.561 vs 最佳(排名第二)0.545,P<0.001。EyeCLIP 增强了全身性疾病预测的整体性能。 系统性疾病如中风和心肌梗塞(MI)对老年人群构成严重威胁,可能导致突然死亡。眼睛,富含可以直接可视化的血管,被誉为“了解身体的窗户”...
Methods :We amalgamated 10 public datasets (DiaretDB, Drishti-GS, DRIVE, HRF, IDRiD, 39Kaggle, MESSIDOR, ORIGA-light, REFUGE, STARE) to create a multi-disease fundus dataset containing 4205 images, with approximately 58%, 9%, 32%, 1% images labeled as healthy, glaucoma, DR and AMD ...
Application of deep learning in fundus image processing for ophthalmic diagnosis--a review. arXiv preprint arXiv:181207101. 2018. Babenko B, Mitani A, Traynis I, Kitade N, Singh P, Maa AY, et al. Detection of signs of disease in external photographs of the eyes via deep learning. Nat ...
Model Performance We assessed the performance of the AI model for each pediatric eye disease using metrics such as sensitivity, specificity, accuracy, AUC, PPV, NPV, P-LR, N-LR, and F1-score (Table 2). The model demonstrated good performance in detecting children’s eye diseases from mobile...
A dataset was subsequently constructed on the basis of these eye movement features and labels. Finally, on the basis of the dataset, we integrated multiple features into one model by using learning algorithms to establish the correspondence between eye movement features and the disease, namely the ...
infectious keratitis and dry eye disease. AI may also be used for segmentation and analysis of cornea imaging or tomography as an adjunctive tool. Despite the potential advantages that these new technologies offer, there are challenges that need to be addressed before they can be integrated into ...
Expanding the analysis to include a broader spectrum of disease in the future would benefit patients and scientists alike. Segregation data and detailed clinical information were also limited. There is a restricted testing capacity of NGS-based panels, such as intronic regions remaining untested and ...
Demands for CS are increasing in HICs, due to population growth/aging, increased rates of cataract-associated disease [30], CS conducted at earlier stages [31] and backlogs caused by the COVID-19 pandemic [32]. This demand necessitates improvement in productivity. This is pertinent to the ...
Full size image Figure 2 Patients with dry eye disease have a different closed eye microbiome. (a) Individuals with dry eye disease have different alpha diversity of the closed eye microbiome as quantified by the richness (ANOVA,f = 4.8,P = 7.5 × 10−5), evenness (ANOVA,...
Age-Related Eye Disease Study Research Group. Risk factors associated with age-related macular degeneration: a case-control study in the age-related eye disease study: age-related eye disease study report number 3. Ophthalmology. 2000;107:2224–32. Article Google Scholar Dahlgren G, Whitehead M...