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This paper studies automated categorization of age-related macular degeneration (AMD) given a multi-modal input, which consists of a color fundus image and an optical coherence tomography (OCT) image from a specific eye. Previous work uses…

图像与视频处理 · 电气工程与系统科学 2019-07-30 Weisen Wang , Zhiyan Xu , Weihong Yu , Jianchun Zhao , Jingyuan Yang , Feng He , Zhikun Yang , Di Chen , Dayong Ding , Youxin Chen , Xirong Li

Age-related macular degeneration (AMD) is the most common cause of blindness in developed countries, especially in people over 60 years of age. The workload of specialists and the healthcare system in this field has increased in recent…

图像与视频处理 · 电气工程与系统科学 2022-02-07 Saman Sotoudeh-Paima , Ata Jodeiri , Fedra Hajizadeh , Hamid Soltanian-Zadeh

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) is a prevalent eye condition affecting visual acuity. Anti-vascular endothelial growth factor (anti-VEGF) treatments have been effective in slowing the progression of neovascular AMD, with better…

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

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

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

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

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

Alzheimer's Disease (AD) is one of the most concerned neurodegenerative diseases. In the last decade, studies on AD diagnosis attached great significance to artificial intelligence (AI)-based diagnostic algorithms. Among the diverse…

计算机视觉与模式识别 · 计算机科学 2019-08-20 Yechong Huang , Jiahang Xu , Yuncheng Zhou , Tong Tong , Xiahai Zhuang , the Alzheimer's Disease Neuroimaging Initiative

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

This paper attacks an emerging challenge of multi-modal retinal disease recognition. Given a multi-modal case consisting of a color fundus photo (CFP) and an array of OCT B-scan images acquired during an eye examination, we aim to build a…

计算机视觉与模式识别 · 计算机科学 2021-09-28 Xirong Li , Yang Zhou , Jie Wang , Hailan Lin , Jianchun Zhao , Dayong Ding , Weihong Yu , Youxin Chen

This work aims to research an automatic method for detecting Age-related Macular Degeneration (AMD) lesions in RGB eye fundus images. For this, we align invasively obtained eye fundus contrast images (the "golden standard" diagnostic) to…

图像与视频处理 · 电气工程与系统科学 2021-10-19 Rokas Pečiulis , Mantas Lukoševičius , Algimantas Kriščiukaitis , Robertas Petrolis , Dovilė Buteikienė

Diseases are currently managed by grading systems, where patients are stratified by grading systems into stages that indicate patient risk and guide clinical management. However, these broad categories typically lack prognostic value, and…

Objective: The advent of Electronic Medical Records (EMR) with large electronic imaging databases along with advances in deep neural networks with machine learning has provided a unique opportunity to achieve milestones in automated image…

机器学习 · 统计学 2016-12-16 Cecilia S. Lee , Doug M. Baughman , Aaron Y. Lee

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

Machine Learning (ML) is used to tackle various tasks, such as disease classification and prediction. The effectiveness of ML models relies heavily on having large amounts of complete data. However, healthcare data is often limited or…

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

We propose a method to predict severity of age related macular degeneration (AMD) from input optical coherence tomography (OCT) images. Although there is no standard clinical severity scale for AMD, we leverage deep learning (DL) based…

计算机视觉与模式识别 · 计算机科学 2019-07-09 Dwarikanath Mahapatra

Despite strong performance of deep learning models in retinal disease detection, most systems produce static predictions without clinical reasoning or interactive explanation. Recent advances in multimodal large language models (MLLMs)…

计算机视觉与模式识别 · 计算机科学 2026-04-29 Ran Gu , Benjamin Hou , Mélanie Hébert , Asmita Indurkar , Yifan Yang , Emily Y. Chew , Tiarnán D. L. Keenan , Zhiyong Lu
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