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Non-invasive biopsy diagnosis of diabetic kidney disease via deep learning applied to retinal images: a population-based study Open

Ziyao Meng, Zhouyu Guan, Shujie Yu, Yi-Lan Wu, Yu Zhao , et al. · 2025

National Key R & D Program of China, National Natural Science Foundation of China, Beijing Natural Science Foundation, Shanghai Municipal Key Clinical Specialty, Shanghai Research Centre for Endocrine and Metabolic Diseases, Innovative res…

Revealing the Impact of Pre-training Data on Medical Foundation Models Open

Yukun Zhou, Zheyuan Wang, Yi-Lan Wu, Ariel Yuhan Ong, Siegfried Wagner , et al. · 2025

Medical foundation models (FM), pre-trained on large-scale unlabelled data, have demonstrated robust performance and high efficiency when fine-tuned to various clinically relevant applications. However, the impact of pre-training data on m…

Integrated image-based deep learning and language models for primary diabetes care Open

Jiajia Li, Zhouyu Guan, Jing Wang, Carol Y. Cheung, Yingfeng Zheng , et al. · 2024

Primary diabetes care and diabetic retinopathy (DR) screening persist as major public health challenges due to a shortage of trained primary care physicians (PCPs), particularly in low-resource settings. Here, to bridge the gaps, we develo…

DRAC 2022: A public benchmark for diabetic retinopathy analysis on ultra-wide optical coherence tomography angiography images Open

Bo Qian, Hao Chen, Xiangning Wang, Zhouyu Guan, Tingyao Li , et al. · 2024

We described a challenge named "DRAC - Diabetic Retinopathy Analysis Challenge" in conjunction with the 25th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022). Within this challenge, we pr…

A deep learning system for predicting time to progression of diabetic retinopathy Open

Ling Dai, Bin Sheng, Ting‐Li Chen, Qiang Wu, Ruhan Liu , et al. · 2024

DRAC 2022: A Public Benchmark for Diabetic Retinopathy Analysis on Ultra-Wide Optical Coherence Tomography Angiography Images Open

Bo Qian, Hao Chen, Xiangning Wang, Zhouyu Guan, Tingyao Li , et al. · 2023

An overview of artificial intelligence in diabetic retinopathy and other ocular diseases Open

Bin Sheng, Xiaosi Chen, Tingyao Li, Tianxing Ma, Yang Yang , et al. · 2022

Artificial intelligence (AI), also known as machine intelligence, is a branch of science that empowers machines using human intelligence. AI refers to the technology of rendering human intelligence through computer programs. From healthcar…

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