中文
相关论文

相关论文: Diabetic Retinopathy Detection using Ensemble Mach…

200 篇论文

This research aims to develop an efficient system for screening of diabetic retinopathy. Diabetic retinopathy is the major cause of blindness. Severity of diabetic retinopathy is recognized by some features, such as blood vessel area,…

图像与视频处理 · 电气工程与系统科学 2020-01-08 Faisal Ghaffar , Sarwar Khan , Bunyarit Uyyanonvara , Chanjira Sinthanayothin , Hirohiko Kaneko

Diabetic retinopathy (DR) results in vision loss if not treated early. A computer-aided diagnosis (CAD) system based on retinal fundus images is an efficient and effective method for early DR diagnosis and assisting experts. A…

计算机视觉与模式识别 · 计算机科学 2019-08-23 Norah Asiri , Muhammad Hussain , Fadwa Al Adel , Nazih Alzaidi

Automatic classification of Diabetic Retinopathy (DR) can assist ophthalmologists in devising personalized treatment plans, making it a critical component of clinical practice. However, imbalanced data distribution in the dataset becomes a…

图像与视频处理 · 电气工程与系统科学 2025-07-28 Abdul Hannan , Zahid Mahmood , Rizwan Qureshi , Hazrat Ali

The retina is an essential component of the visual system, and maintaining eyesight depends on the timely and accurate detection of disorders. The early-stage detection and severity classification of Diabetic Retinopathy (DR), a significant…

Diabetic retinopathy (DR) is a common retinal disease that leads to blindness. For diagnosis purposes, DR image grading aims to provide automatic DR grade classification, which is not addressed in conventional research methods of binary DR…

计算机视觉与模式识别 · 计算机科学 2022-03-24 Ziyuan Zhao , Kerui Zhang , Xuejie Hao , Jing Tian , Matthew Chin Heng Chua , Li Chen , Xin Xu

Diabetic Retinopathy (DR) is a retinal disorder that affects the people having diabetes mellitus for a long time (20 years). DR is one of the main reasons for the preventable blindness all over the world. If not detected early the patient…

图像与视频处理 · 电气工程与系统科学 2018-08-14 Avula Benzamin , Chandan Chakraborty

Diabetic Retinopathy (DR) is one of the major causes of visual impairment and blindness across the world. It is usually found in patients who suffer from diabetes for a long period. The major focus of this work is to derive optimal…

图像与视频处理 · 电气工程与系统科学 2020-06-02 J. D. Bodapati , N. Veeranjaneyulu , S. N. Shareef , S. Hakak , M. Bilal , P. K. R. Maddikunta , O. Jo

Diabetes is one of the most common disease in individuals. \textit{Diabetic retinopathy} (DR) is a complication of diabetes, which could lead to blindness. Automatic DR grading based on retinal images provides a great diagnostic and…

计算机视觉与模式识别 · 计算机科学 2020-10-30 Ziyuan Zhao , Kartik Chopra , Zeng Zeng , Xiaoli Li

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

Retinal vascular diseases affect the well-being of human body and sometimes provide vital signs of otherwise undetected bodily damage. Recently, deep learning techniques have been successfully applied for detection of diabetic retinopathy…

机器学习 · 计算机科学 2022-01-05 Guan Wang , Yusuke Kikuchi , Jinglin Yi , Qiong Zou , Rui Zhou , Xin Guo

Diabetes is one of the most prevalent chronic diseases in Bangladesh, and as a result, Diabetic Retinopathy (DR) is widespread in the population. DR, an eye illness caused by diabetes, can lead to blindness if it is not identified and…

图像与视频处理 · 电气工程与系统科学 2021-08-29 Ayaan Haque , Ipsita Sutradhar , Mahziba Rahman , Mehedi Hasan , Malabika Sarker

Diabetic Retinopathy (DR) is a complication of long-standing, unchecked diabetes and one of the leading causes of blindness in the world. This paper focuses on improved and robust methods to extract some of the features of DR, viz. Blood…

图像与视频处理 · 电气工程与系统科学 2022-07-12 Soham Basu , Sayantan Mukherjee , Ankit Bhattacharya , Anindya Sen

Diabetic Retinopathy (DR) is a major cause of vision impairment worldwide. However, manual diagnosis is often time-consuming and prone to errors, leading to delays in screening. This paper presents a lightweight automated deep learning…

计算机视觉与模式识别 · 计算机科学 2026-02-26 Aadi Joshi , Manav S. Sharma , Vijay Uttam Rathod , Ashlesha Sawant , Prajakta Musale , Asmita B. Kalamkar

Diabetic retinopathy (DR) and diabetic macular edema (DME) are leading causes of preventable blindness among working-age adults. Traditional approaches in the literature focus on standard color fundus photography (CFP) for the detection of…

With the prevalence of Diabetes, the Diabetes Mellitus Retinopathy (DR) is becoming a major health problem across the world. The long-term medical complications arising due to DR have a significant impact on the patient as well as the…

We proposed a deep learning method for interpretable diabetic retinopathy (DR) detection. The visual-interpretable feature of the proposed method is achieved by adding the regression activation map (RAM) after the global averaging pooling…

计算机视觉与模式识别 · 计算机科学 2019-12-04 Zhiguang Wang , Jianbo Yang

Objective: Optical coherence tomography (OCT) and its angiography (OCTA) have several advantages for the early detection and diagnosis of diabetic retinopathy (DR). However, automated, complete DR classification frameworks based on both OCT…

图像与视频处理 · 电气工程与系统科学 2020-09-28 Pengxiao Zang , Liqin Gao , Tristan T. Hormel , Jie Wang , Qisheng You , Thomas S. Hwang , Yali Jia

Diabetic retinopathy is one of the leading causes of preventable blindness in the world. Its earliest sign are red lesions, a general term that groups both microaneurysms and hemorrhages. In daily clinical practice, these lesions are…

计算机视觉与模式识别 · 计算机科学 2017-10-16 José Ignacio Orlando , Elena Prokofyeva , Mariana del Fresno , Matthew B. Blaschko

Much effort is being made by the researchers in order to detect and diagnose diabetic retinopathy (DR) accurately automatically. The disease is very dangerous as it can cause blindness suddenly if it is not continuously screened. Therefore,…

图像与视频处理 · 电气工程与系统科学 2020-12-24 Eman AbdelMaksoud , Sherif Barakat , Mohammed Elmogy

Reliable automatic diagnosis of Diabetic Retinopathy (DR) and Macular Edema (ME) is an invaluable asset in improving the rate of monitored patients among at-risk populations and in enabling earlier treatments before the pathology progresses…

图像与视频处理 · 电气工程与系统科学 2024-08-26 Gabriel Lepetit-Aimon , Clément Playout , Marie Carole Boucher , Renaud Duval , Michael H Brent , Farida Cheriet