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Age related macular degeneration (AMD) is one of the major causes for blindness in the elderly population. In this report, we propose deep learning based methods for retinal analysis using color fundus images for computer aided diagnosis of…

图像与视频处理 · 电气工程与系统科学 2020-09-04 Sharath M Shankaranarayana

Age-related macular degeneration (AMD) is one of the leading causes of irreversible vision impairment in people over the age of 60. This research focuses on semantic segmentation for AMD lesion detection in RGB fundus images, a non-invasive…

计算机视觉与模式识别 · 计算机科学 2025-10-31 Valentyna Starodub , Mantas Lukoševičius

Age-related macular degeneration (AMD) is the leading cause of visual impairment among elderly in the world. Early detection of AMD is of great importance, as the vision loss caused by this disease is irreversible and permanent. Color…

Age-related Macular Degeneration (AMD) is a leading cause of blindness. Although the Age-Related Eye Disease Study group previously developed a 9-step AMD severity scale for manual classification of AMD severity from color fundus images,…

机器学习 · 计算机科学 2018-12-04 Qingyu Chen , Yifan Peng , Tiarnan Keenan , Shazia Dharssi , Elvira Agron , Wai T. Wong , Emily Y. Chew , Zhiyong Lu

A well-known retinal disease that sends blurry visions to the affected patients is Macular Degeneration. This research is based on classifying the healthy and macular degeneration fundus by localizing the affected region of the fundus. A…

图像与视频处理 · 电气工程与系统科学 2024-05-03 Tahmim Hossain , Sagor Chandro Bakchy

Many diseases are classified based on human-defined rubrics that are prone to bias. Supervised neural networks can automate the grading of retinal fundus images, but require labor-intensive annotations and are restricted to the specific…

计算机视觉与模式识别 · 计算机科学 2020-10-26 Baladitya Yellapragada , Sascha Hornhauer , Kiersten Snyder , Stella Yu , Glenn Yiu

Age-related macular degeneration (AMD) is a degenerative disorder affecting the macula, a key area of the retina for visual acuity. Nowadays, it is the most frequent cause of blindness in developed countries. Although some promising…

图像与视频处理 · 电气工程与系统科学 2022-12-06 José Morano , Álvaro S. Hervella , José Rouco , Jorge Novo , José I. Fernández-Vigo , Marcos Ortega

In light of the expanding population, an automated framework of disease detection can assist doctors in the diagnosis of ocular diseases, yields accurate, stable, rapid outcomes, and improves the success rate of early detection. The work…

图像与视频处理 · 电气工程与系统科学 2023-08-31 Md. Aiyub Ali , Md. Shakhawat Hossain , Md. Kawar Hossain , Subhadra Soumi Sikder , Sharun Akter Khushbu , Mirajul Islam

In assessing the severity of age-related macular degeneration (AMD), the Age-Related Eye Disease Study (AREDS) Simplified Severity Scale predicts the risk of progression to late AMD. However, its manual use requires the time-consuming…

计算机视觉与模式识别 · 计算机科学 2019-01-29 Yifan Peng , Shazia Dharssi , Qingyu Chen , Tiarnan D. Keenan , Elvira Agrón , Wai T. Wong , Emily Y. Chew , Zhiyong Lu

Age-related Macular Degeneration (AMD) is the predominant cause of blindness in developed countries, specially in elderly people. Moreover, its prevalence is increasing due to the global population ageing. In this scenario, early detection…

图像与视频处理 · 电气工程与系统科学 2022-05-24 José Morano , Álvaro S. Hervella , José Rouco , Jorge Novo , José I. Fernández-Vigo , Marcos Ortega

Age-related Macular Degeneration (AMD) and Diabetic Macular Edema (DME) are the major causes of vision loss in developed countries. Alteration of retinal layer structure and appearance of exudate are the most significant signs of these…

图像与视频处理 · 电气工程与系统科学 2019-03-19 Elahe Mousavi , Rahele Kafieh , Hossein Rabbani

In recent years, there has been significant development in the analysis of medical data using machine learning. It is believed that the onset of Age-related Macular Degeneration (AMD) is associated with genetic polymorphisms. However,…

计算机视觉与模式识别 · 计算机科学 2024-09-18 Yoichi Furukawa , Satoshi Kamiya , Yoichi Sakurada , Kenji Kashiwagi , Kazuhiro Hotta

By 2040, age-related macular degeneration (AMD) will affect approximately 288 million people worldwide. Identifying individuals at high risk of progression to late AMD, the sight-threatening stage, is critical for clinical actions,…

图像与视频处理 · 电气工程与系统科学 2020-07-21 Yifan Peng , Tiarnan D. Keenan , Qingyu Chen , Elvira Agrón , Alexis Allot , Wai T. Wong , Emily Y. Chew , Zhiyong Lu

Background: Patients with neovascular age-related macular degeneration (AMD) can avoid vision loss via certain therapy. However, methods to predict the progression to neovascular age-related macular degeneration (nvAMD) are lacking.…

计算机视觉与模式识别 · 计算机科学 2019-04-12 Boris Babenko , Siva Balasubramanian , Katy E. Blumer , Greg S. Corrado , Lily Peng , Dale R. Webster , Naama Hammel , Avinash V. Varadarajan

This paper tackles automated categorization of Age-related Macular Degeneration (AMD), a common macular disease among people over 50. Previous research efforts mainly focus on AMD categorization with a single-modal input, let it be a color…

计算机视觉与模式识别 · 计算机科学 2022-05-05 Weisen Wang , Xirong Li , Zhiyan Xu , Weihong Yu , Jianchun Zhao , Dayong Ding , Youxin Chen

Automatic diagnosis techniques have evolved to identify age-related macular degeneration (AMD) by employing single modality Fundus images or optical coherence tomography (OCT). To classify ocular diseases, fundus and OCT images are the most…

图像与视频处理 · 电气工程与系统科学 2024-09-04 Pragya Gupta , Subhamoy Mandal , Debashree Guha , Debjani Chakraborty

Age-related macular degeneration (AMD) is a major cause of blindness in older adults, severely affecting vision and quality of life. Despite advances in understanding AMD, the molecular factors driving the severity of subretinal scarring…

基因组学 · 定量生物学 2024-09-10 Kuan Yan , Yue Zeng , Dai Shi , Ting Zhang , Dmytro Matsypura , Mark C. Gillies , Ling Zhu , Junbin Gao

Prognostic models aim to predict the future course of a disease or condition and are a vital component of personalized medicine. Statistical models make use of longitudinal data to capture the temporal aspect of disease progression;…

机器学习 · 计算机科学 2020-07-13 Joshua Bridge , Simon P. Harding , Yalin Zheng

The Hillel Yaffe Age Related Macular Degeneration (HYAMD) dataset is a longitudinal collection of 1,560 Digital Fundus Images (DFIs) from 325 patients examined at the Hillel Yaffe Medical Center (Hadera, Israel) between 2021 and 2024. The…

图像与视频处理 · 电气工程与系统科学 2025-05-08 Meishar Meisel , Benjamin A. Cohen , Meital Baskin , Beatrice Tiosano , Joachim A. Behar , Eran Berkowitz

Age-Related Macular Degeneration (AMD) is an asymptomatic retinal disease which may result in loss of vision. There is limited access to high-quality relevant retinal images and poor understanding of the features defining sub-classes of…

计算机视觉与模式识别 · 计算机科学 2019-02-13 Yi-Chieh Liu , Hao-Hsiang Yang , Chao-Han Huck Yang , Jia-Hong Huang , Meng Tian , Hiromasa Morikawa , Yi-Chang James Tsai , Jesper Tegner
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