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Patients with long-standing diabetes often fall prey to Diabetic Retinopathy (DR) resulting in changes in the retina of the human eye, which may lead to loss of vision in extreme cases. The aim of this study is two-fold: (a) create deep…

图像与视频处理 · 电气工程与系统科学 2021-08-17 Shaswat Patel , Maithili Lohakare , Samyak Prajapati , Shaanya Singh , Nancy Patel

Diabetes is a globally prevalent disease that can cause visible microvascular complications such as diabetic retinopathy and macular edema in the human eye retina, the images of which are today used for manual disease screening. This…

图像与视频处理 · 电气工程与系统科学 2019-04-19 Jaakko Sahlsten , Joel Jaskari , Jyri Kivinen , Lauri Turunen , Esa Jaanio , Kustaa Hietala , Kimmo Kaski

Assessing the degree of disease severity in biomedical images is a task similar to standard classification but constrained by an underlying structure in the label space. Such a structure reflects the monotonic relationship between different…

计算机视觉与模式识别 · 计算机科学 2020-10-02 Adrian Galdran , José Dolz , Hadi Chakor , Hervé Lombaert , Ismail Ben Ayed

Diabetic retinopathy (DR) screening is instrumental in preventing blindness, but faces a scaling challenge as the number of diabetic patients rises. Risk stratification for the development of DR may help optimize screening intervals to…

Diabetic retinopathy (DR) is a complication of diabetes, and one of the major causes of vision impairment in the global population. As the early-stage manifestation of DR is usually very mild and hard to detect, an accurate diagnosis via…

计算机视觉与模式识别 · 计算机科学 2022-12-14 Yuhan Zheng , Fuping Wu , Bartłomiej W. Papież

Diabetic retinopathy is one of the most threatening complications of diabetes that leads to permanent blindness if left untreated. One of the essential challenges is early detection, which is very important for treatment success.…

机器学习 · 计算机科学 2020-03-06 Borys Tymchenko , Philip Marchenko , Dmitry Spodarets

Diabetic Retinopathy is a global health problem, influences 100 million individuals worldwide, and in the next few decades, these incidences are expected to reach epidemic proportions. Diabetic Retinopathy is a subtle eye disease that can…

图像与视频处理 · 电气工程与系统科学 2020-04-15 Saket S. Chaturvedi , Kajol Gupta , Vaishali Ninawe , Prakash S. Prasad

Preprint Note: This is the author preprint version of a paper accepted for presentation at the IISE Annual Conference & Expo 2025. The final version will appear in the official proceedings. Diabetic retinopathy (DR) is a leading cause of…

机器学习 · 计算机科学 2025-10-02 Mahyar Mahmoudi , Tieming Liu

Diabetic retinopathy (DR) is a leading cause of blindness worldwide and a common complication of diabetes. As two different imaging tools for DR grading, color fundus photography (CFP) and infrared fundus photography (IFP) are…

图像与视频处理 · 电气工程与系统科学 2024-11-04 Fan Xiao , Junlin Hou , Ruiwei Zhao , Rui Feng , Haidong Zou , Lina Lu , Yi Xu , Juzhao Zhang

Diabetic retinopathy (DR) is a leading cause of blindness among diabetic patients. Deep learning models have shown promising results in automating the detection of DR. In the present work, we propose a new methodology that integrates a…

计算机视觉与模式识别 · 计算机科学 2023-08-08 Susmita Ghosh , Abhiroop Chatterjee

The prevalence of ocular illnesses is growing globally, presenting a substantial public health challenge. Early detection and timely intervention are crucial for averting visual impairment and enhancing patient prognosis. This research…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Shramana Dey , Pallabi Dutta , Riddhasree Bhattacharyya , Surochita Pal , Sushmita Mitra , Rajiv Raman

Diabetic Retinopathy (DR) is a leading cause of vision loss in the world,. In the past few Diabetic Retinopathy (DR) is a leading cause of vision loss in the world. In the past few years, Artificial Intelligence (AI) based approaches have…

图像与视频处理 · 电气工程与系统科学 2021-07-02 Vasudevan Lakshminarayanan , Hoda Kherdfallah , Arya Sarkar , J. Jothi Balaji

Diabetic Retinopathy (DR) is one of the leading causes of preventable blindness, yet rural regions often lack the specialists and infrastructure needed for early detection. Although cloud-based deep learning systems offer high accuracy,…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Nishi Doshi , Shrey Shah

Diabetic retinopathy (DR), a microvascular complication of diabetes and a leading cause of preventable blindness, is projected to affect more than 130 million individuals worldwide by 2030. Early identification is essential to reduce…

定量方法 · 定量生物学 2025-11-12 Jophy Lin

Diabetic Retinopathy DR is a severe complication of diabetes. Damaged or abnormal blood vessels can cause loss of vision. The need for massive screening of a large population of diabetic patients has generated an interest in a…

图像与视频处理 · 电气工程与系统科学 2025-01-22 Ameya Uppina , S Navaneetha Krishnan , Talluri Krishna Sai Teja , Nikhil N Iyer , Joe Dhanith P R

Diabetic retinopathy (DR) is one of the leading causes of blindness in the working-age population of developed countries, caused by a side effect of diabetes that reduces the blood supply to the retina. Deep neural networks have been widely…

计算机视觉与模式识别 · 计算机科学 2022-08-05 Jose Miguel Arrieta Ramos , Oscar Perdómo , Fabio A. González

Diabetic Retinopathy (DR) is an eye disease which arises due to diabetes mellitus. It might cause vision loss and blindness. To prevent irreversible vision loss, early detection through systematic screening is crucial. Although researchers…

计算机视觉与模式识别 · 计算机科学 2026-02-10 Aruna Jithesh , Chinmayi Karumuri , Venkata Kiran Reddy Kotha , Meghana Doddapuneni , Taehee Jeong

Diabetic Retinopathy (DR) is a severe complication that may lead to retinal vascular damage and is one of the leading causes of vision impairment and blindness. DR broadly is classified into two stages - non-proliferative (NPDR), where…

图像与视频处理 · 电气工程与系统科学 2021-06-04 Aditya Jyoti Paul

Type 2 Diabetes (T2D) is a chronic metabolic disorder that can lead to blindness and cardiovascular disease. Information about early stage T2D might be present in retinal fundus images, but to what extent these images can be used for a…

Diabetic retinopathy (DR) is a prevalent complication of diabetes associated with a significant risk of vision loss. Timely identification is critical to curb vision impairment. Algorithms for DR staging from digital fundus images (DFIs)…

图像与视频处理 · 电气工程与系统科学 2023-12-25 Yevgeniy Men , Jonathan Fhima , Leo Anthony Celi , Lucas Zago Ribeiro , Luis Filipe Nakayama , Joachim A. Behar