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The use of fundus images for the early screening of eye diseases is of great clinical importance. Due to its powerful performance, deep learning is becoming more and more popular in related applications, such as lesion segmentation,…

图像与视频处理 · 电气工程与系统科学 2021-01-26 Tao Li , Wang Bo , Chunyu Hu , Hong Kang , Hanruo Liu , Kai Wang , Huazhu Fu

Optical coherence tomography (OCT) scanning is useful in detecting various retinal diseases. However, there are not enough ophthalmologists who can diagnose retinal OCT images in much of the world. To provide OCT screening inexpensively and…

计算机视觉与模式识别 · 计算机科学 2020-07-21 Ayaka Suzuki , Yoshiro Suzuki

The recent advancements in artificial intelligence (AI) combined with the extensive amount of data generated by today's clinical systems, has led to the development of imaging AI solutions across the whole value chain of medical imaging,…

Glaucoma is a top cause of irreversible blindness globally, making early detection and longitudinal follow-up pivotal to preventing permanent vision loss. Current screening and progression assessment, however, rely on single tests or…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Wenbin Wei , Suyuan Yao , Cheng Huang , Xiangyu Gao

We present VisionFM, a foundation model pre-trained with 3.4 million ophthalmic images from 560,457 individuals, covering a broad range of ophthalmic diseases, modalities, imaging devices, and demography. After pre-training, VisionFM…

Scarcity of large publicly available retinal fundus image datasets for automated glaucoma detection has been the bottleneck for successful application of artificial intelligence towards practical Computer-Aided Diagnosis (CAD). A few small…

图像与视频处理 · 电气工程与系统科学 2020-06-17 Muhammad Naseer Bajwa , Gur Amrit Pal Singh , Wolfgang Neumeier , Muhammad Imran Malik , Andreas Dengel , Sheraz Ahmed

In recent years, Artificial Intelligence (AI) has proven its relevance for medical decision support. However, the "black-box" nature of successful AI algorithms still holds back their wide-spread deployment. In this paper, we describe an…

计算机视觉与模式识别 · 计算机科学 2021-07-23 Gwenolé Quellec , Hassan Al Hajj , Mathieu Lamard , Pierre-Henri Conze , Pascale Massin , Béatrice Cochener

Early ophthalmic screening in low-resource and remote settings is constrained by access to specialized equipment and trained practitioners. We present SKINOPATHY AI, a smartphone-first web application that delivers five complementary,…

计算机视觉与模式识别 · 计算机科学 2026-03-03 S. Kalaycioglu , C. Hong , M. Zhu , H. Xie

Although unprecedented sensitivity and specificity values are reported, recent glaucoma detection deep learning models lack in decision transparency. Here, we propose a methodology that advances explainable deep learning in the field of…

图像与视频处理 · 电气工程与系统科学 2021-10-06 Ruben Hemelings , Bart Elen , João Barbosa-Breda , Matthew B. Blaschko , Patrick De Boever , Ingeborg Stalmans

Cataracts are the leading cause of vision loss worldwide. Restoration algorithms are developed to improve the readability of cataract fundus images in order to increase the certainty in diagnosis and treatment for cataract patients.…

图像与视频处理 · 电气工程与系统科学 2022-10-19 Heng Li , Haofeng Liu , Yan Hu , Huazhu Fu , Yitian Zhao , Hanpei Miao , Jiang Liu

Diabetic Retinopathy (DR) is a leading cause of vision loss globally. Yet despite its prevalence, the majority of affected people lack access to the specialized ophthalmologists and equipment required for assessing their condition. This can…

计算机视觉与模式识别 · 计算机科学 2021-10-22 Alexandros Papadopoulos , Fotis Topouzis , Anastasios Delopoulos

Ophthalmologists have used fundus images to screen and diagnose eye diseases. However, different equipments and ophthalmologists pose large variations to the quality of fundus images. Low-quality (LQ) degraded fundus images easily lead to…

图像与视频处理 · 电气工程与系统科学 2022-08-04 Zhuo Deng , Yuanhao Cai , Lu Chen , Zheng Gong , Qiqi Bao , Xue Yao , Dong Fang , Shaochong Zhang , Lan Ma

Visual impairment represents a major global health challenge, with multimodal imaging providing complementary information that is essential for accurate ophthalmic diagnosis. This comprehensive survey systematically reviews the latest…

图像与视频处理 · 电气工程与系统科学 2025-08-07 Xiaoling Luo , Ruli Zheng , Qiaojian Zheng , Zibo Du , Shuo Yang , Meidan Ding , Qihao Xu , Chengliang Liu , Linlin Shen

According to multiple authoritative authorities, including the World Health Organization, vision-related impairments and disorders are becoming a significant issue. According to a recent report, one of the leading causes of irreversible…

计算机视觉与模式识别 · 计算机科学 2022-10-31 Dishant Padalia , Abhishek Mazumdar , Bharati Singh

Artificial intelligence has shown promise in medical imaging, yet most existing systems lack flexibility, interpretability, and adaptability - challenges especially pronounced in ophthalmology, where diverse imaging modalities are…

Efficient collaboration between engineers and radiologists is important for image reconstruction algorithm development and image quality evaluation in magnetic resonance imaging (MRI). Here, we develop CloudBrain-ReconAI, an online cloud…

图像与视频处理 · 电气工程与系统科学 2024-09-24 Yirong Zhou , Chen Qian , Jiayu Li , Zi Wang , Yu Hu , Biao Qu , Liuhong Zhu , Jianjun Zhou , Taishan Kang , Jianzhong Lin , Qing Hong , Jiyang Dong , Di Guo , Xiaobo Qu

Typical state of the art flow cytometry data samples consists of measures of more than 100.000 cells in 10 or more features. AI systems are able to diagnose such data with almost the same accuracy as human experts. However, there is one…

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

Recent advancements in deep learning have shown significant potential for classifying retinal diseases using color fundus images. However, existing works predominantly rely exclusively on image data, lack interpretability in their…

图像与视频处理 · 电气工程与系统科学 2025-03-06 Deval Mehta , Yiwen Jiang , Catherine L Jan , Mingguang He , Kshitij Jadhav , Zongyuan Ge

Blindness and other eye diseases are a global health concern, particularly in low- and middle-income countries like India. In this regard, during the COVID-19 pandemic, teleophthalmology became a lifeline, and the Grabi attachment for…