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Diabetic Retinopathy (DR), a leading cause of vision impairment, requires early detection and treatment. Developing robust AI models for DR classification holds substantial potential, but a key challenge is ensuring their generalization in…

计算机视觉与模式识别 · 计算机科学 2023-08-29 Sanoojan Baliah , Fadillah A. Maani , Santosh Sanjeev , Muhammad Haris Khan

Diabetic Retinopathy (DR) is a major cause of global blindness, necessitating early and accurate diagnosis. While deep learning models have shown promise in DR detection, their black-box nature often hinders clinical adoption due to a lack…

计算机视觉与模式识别 · 计算机科学 2025-08-22 Masato Ito , Kaito Tanaka , Keisuke Matsuda , Aya Nakayama

Diabetic Retinopathy is a critical health problem influences 100 million individuals worldwide, and these figures are expected to rise, particularly in Asia. Diabetic Retinopathy is a chronic eye disease which can lead to irreversible…

计算机视觉与模式识别 · 计算机科学 2019-09-27 Saket S. Chaturvedi , Kajol Gupta , Vaishali Ninawe , Prakash S. Prasad

Accurate segmentation of retinal vessels is a basic step in Diabetic retinopathy(DR) detection. Most methods based on deep convolutional neural network (DCNN) have small receptive fields, and hence they are unable to capture global context…

计算机视觉与模式识别 · 计算机科学 2019-04-12 Yun Jiang , Ning Tan , Tingting Peng , Hai Zhang

Diabetic retinopathy(DR) is the main cause of blindness in diabetic patients. However, DR can easily delay the occurrence of blindness through the diagnosis of the fundus. In view of the reality, it is difficult to collect a large amount of…

图像与视频处理 · 电气工程与系统科学 2022-03-10 Liangrui Pan , Boya Ji , Peng Xi , Xiaoqi Wang , Mitchai Chongcheawchamnan , Shaoliang Peng

In the modern world, one of the most severe eye infections brought on by diabetes is known as diabetic retinopathy, which will result in retinal damage, and, thus, lead to blindness. Diabetic retinopathy can be well treated with early…

计算机视觉与模式识别 · 计算机科学 2023-05-09 V. Banupriya , S. Anusuya

Deep learning-based models are developed to automatically detect if a retina image is `referable' in diabetic retinopathy (DR) screening. However, their classification accuracy degrades as the input images distributionally shift from their…

计算机视觉与模式识别 · 计算机科学 2021-07-27 Jay Nandy , Wynne Hsu , Mong Li Lee

Early detection of diabetic retinopathy prevents visual loss and blindness of a human eye. Based on the types of feature extraction method used, DR detection method can be broadly classified as Deep Convolutional Neural Network (CNN) based…

图像与视频处理 · 电气工程与系统科学 2020-01-01 Asma Khatun , Sk. Golam Sarowar Hossain

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…

This article aims to classify diabetic retinopathy (DR) disease into five different classes using an ensemble approach based on two popular pre-trained convolutional neural networks: VGG16 and Inception V3. The proposed model aims to…

计算机视觉与模式识别 · 计算机科学 2023-08-02 Susmita Ghosh , Abhiroop Chatterjee

Diabetic retinopathy (DR) is a diabetes complication that affects eyes. DR is a primary cause of blindness in working-age people and it is estimated that 3 to 4 million people with diabetes are blinded by DR every year worldwide. Early…

计算机视觉与模式识别 · 计算机科学 2019-11-21 Qilei Chen , Xinzi Sun , Ning Zhang , Yu Cao , Benyuan Liu

Diabetic retinopathy (DR) is a leading cause of blindness worldwide, underscoring the importance of early detection for effective treatment. However, automated DR classification remains challenging due to variations in image quality, class…

图像与视频处理 · 电气工程与系统科学 2025-04-23 Meher Boulaabi , Takwa Ben Aïcha Gader , Afef Kacem Echi , Zied Bouraoui

Diabetic retinopathy (DR) and diabetic macular edema (DME) are leading causes of permanent blindness worldwide. Designing an automatic grading system with good generalization ability for DR and DME is vital in clinical practice. However,…

计算机视觉与模式识别 · 计算机科学 2023-03-28 Haoxuan Che , Haibo Jin , Hao Chen

Diabetic retinopathy (DR) is a leading cause of preventable blindness worldwide, demanding accurate automated diagnostic systems. While general-domain vision-language models like Contrastive Language-Image Pre-Training (CLIP) perform well…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Argha Kamal Samanta , Harshika Goyal , Vasudha Joshi , Tushar Mungle , Pabitra Mitra

Diabetic retinopathy is a severe complication of diabetes that can lead to permanent blindness if not treated promptly. Early and accurate diagnosis of the disease is essential for successful treatment. This paper introduces a deep learning…

图像与视频处理 · 电气工程与系统科学 2024-03-14 Hossein Shakibania , Sina Raoufi , Behnam Pourafkham , Hassan Khotanlou , Muharram Mansoorizadeh

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

Medical Imaging is one of the growing fields in the world of computer vision. In this study, we aim to address the Diabetic Retinopathy (DR) problem as one of the open challenges in medical imaging. In this research, we propose a new lesion…

图像与视频处理 · 电气工程与系统科学 2021-08-19 Farzan Shenavarmasouleh , Farid Ghareh Mohammadi , M. Hadi Amini , Thiab Taha , Khaled Rasheed , Hamid R. Arabnia

Diabetic retinopathy (DR), affecting millions globally with projections indicating a significant rise, poses a severe blindness risk and strains healthcare systems. Diagnostic complexity arises from visual symptom overlap with conditions…

图像与视频处理 · 电气工程与系统科学 2026-01-14 Susmita Kar , A S M Ahsanul Sarkar Akib , Abdul Hasib , Samin Yaser , Anas Bin Azim

Diabetic Retinopathy (DR) affects individuals with long-term diabetes. Without early diagnosis, DR can lead to vision loss. Fundus photography captures the structure of the retina along with abnormalities indicative of the stage of the…

计算机视觉与模式识别 · 计算机科学 2025-12-11 Anca Mihai , Adrian Groza

People with diabetes are more likely to develop diabetic retinopathy (DR) than healthy people. However, DR is the leading cause of blindness. At present, the diagnosis of diabetic retinopathy mainly relies on the experienced clinician to…

计算机视觉与模式识别 · 计算机科学 2023-05-30 Zhuoyi Tan , Hizmawati Madzin , Zeyu Ding