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Glaucoma is a complex group of eye diseases marked by optic nerve damage, commonly linked to elevated intraocular pressure and biomarkers like retinal nerve fiber layer thickness. Understanding how these biomarkers interact is crucial for…

图像与视频处理 · 电气工程与系统科学 2025-09-24 Cheng Huang , Weizheng Xie , Tsengdar Lee , Karanjit Kooner , Ning Zhang , Jia Zhang

Convolutional neural networks (CNNs) are a promising technique for automated glaucoma diagnosis from images of the fundus, and these images are routinely acquired as part of an ophthalmic exam. Nevertheless, CNNs typically require a large…

计算机视觉与模式识别 · 计算机科学 2023-08-22 Rui Fan , Christopher Bowd , Nicole Brye , Mark Christopher , Robert N. Weinreb , David Kriegman , Linda M. Zangwill

Glaucoma is a severe blinding disease, for which automatic detection methods are urgently needed to alleviate the scarcity of ophthalmologists. Many works have proposed to employ deep learning methods that involve the segmentation of optic…

图像与视频处理 · 电气工程与系统科学 2022-09-26 Yanni Wang , Gang Yang , Dayong Ding , Jianchun Zao

Glaucoma is a chronic eye disease that leads to irreversible vision loss. The cup to disc ratio (CDR) plays an important role in the screening and diagnosis of glaucoma. Thus, the accurate and automatic segmentation of optic disc (OD) and…

计算机视觉与模式识别 · 计算机科学 2018-02-13 Huazhu Fu , Jun Cheng , Yanwu Xu , Damon Wing Kee Wong , Jiang Liu , Xiaochun Cao

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

Early diagnosis of melanoma, which can save thousands of lives, relies heavily on the analysis of dermoscopic images. One crucial diagnostic criterion is the identification of unusual pigment network (PN). However, distinguishing between…

图像与视频处理 · 电气工程与系统科学 2026-01-21 M. A. Rasel , Sameem Abdul Kareem , Unaizah Obaidellah

Eye diseases are common in older Americans and can lead to decreased vision and blindness. Recent advancements in imaging technologies allow clinicians to capture high-quality images of the retinal blood vessels via Optical Coherence…

计算机视觉与模式识别 · 计算机科学 2024-07-23 Jacob Thrasher , Annahita Amireskandari , Prashnna Gyawali

Many eye diseases like Diabetic Macular Edema (DME), Age-related Macular Degeneration (AMD), and Glaucoma manifest in the retina, can cause irreversible blindness or severely impair the central version. The Optical Coherence Tomography…

图像与视频处理 · 电气工程与系统科学 2023-03-10 Nchongmaje Ndipenoch , Alina Miron , Zidong Wang , Yongmin Li

We explore the potential of CNN-based models for gallbladder cancer (GBC) detection from ultrasound (USG) images as no prior study is known. USG is the most common diagnostic modality for GB diseases due to its low cost and accessibility.…

计算机视觉与模式识别 · 计算机科学 2022-04-26 Soumen Basu , Mayank Gupta , Pratyaksha Rana , Pankaj Gupta , Chetan Arora

With the advancement of deep learning techniques, an increasing number of methods have been proposed for optic disc and cup (OD/OC) segmentation from the fundus images. Clinically, OD/OC segmentation is often annotated by multiple clinical…

图像与视频处理 · 电气工程与系统科学 2022-09-20 Junde Wu , Huihui Fang , Dalu Yang , Zhaowei Wang , Wenshuo Zhou , Fangxin Shang , Yehui Yang , Yanwu Xu

Computed tomography (CT) generates a stack of cross-sectional images covering a region of the body. The visual assessment of these images for the identification of potential abnormalities is a challenging and time consuming task due to the…

机器学习 · 统计学 2016-10-03 Petros-Pavlos Ypsilantis , Giovanni Montana

Hepatocellular carcinoma (HCC) is the second most frequent cause of malignancy-related death and is one of the diseases with the highest incidence in the world. Because the liver is the only organ in the human body that is supplied by two…

计算机视觉与模式识别 · 计算机科学 2019-07-25 Jiechao Ma , Yingqian Chen , Yu Chen , Fengkai Wan , Sumin Xue , Ziping Li , Shiting Feng

Glaucoma is the leading cause of irreversible blindness in people over the age of 60, accounting for 6.6 to 8% of all blindness in 2010, but there is still much to be learned about the genetic origins of the eye disease. With the modern…

基因组学 · 定量生物学 2022-10-05 Jai Sharma , Vidhyacharan Bhaskar

We propose a new method for training convolutional neural networks which integrates reinforcement learning along with supervised learning and use ti for transfer learning for classification of glaucoma from colored fundus images. The…

图像与视频处理 · 电气工程与系统科学 2021-05-19 Hardit Singh , Simarjeet Saini , Vasudevan Lakshminarayanan

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

Purpose: To develop the first 3D optic nerve head (ONH) atlas using AI-based registration and evaluate its use in: (1) atlas-adjusted retinal nerve fiber layer (RNFL) analysis for glaucoma diagnosis, and (2) strain-based assessment of…

The fast growing deep learning technologies have become the main solution of many machine learning problems for medical image analysis. Deep convolution neural networks (CNNs), as one of the most important branch of the deep learning…

计算机视觉与模式识别 · 计算机科学 2017-08-25 Zizhao Zhang , Fuyong Xing , Hai Su , Xiaoshuang Shi , Lin Yang

Retinoblastoma is the most prominent childhood primary intraocular malignancy that impacts the vision of children and adults worldwide. In contrasting and comparing with adults it is uveal melanoma. It is an aggressive tumor that can fill…

图像与视频处理 · 电气工程与系统科学 2021-03-16 C. Anand Deva Durai , T Jemima Jebaseeli , Salem Alelyani , Azath Mubharakali

Diabetic Retinopathy DR is a severe complication of diabetes. Damaged or abnormal blood vessels can cause loss of vision. The need for massive screening of a large population of diabetic patients has generated an interest in a…

图像与视频处理 · 电气工程与系统科学 2025-01-22 Ameya Uppina , S Navaneetha Krishnan , Talluri Krishna Sai Teja , Nikhil N Iyer , Joe Dhanith P R

Optical Coherence Tomography (OCT) provides valuable insights in ophthalmology, cardiology, and neurology due to high-resolution, cross-sectional images of the retina. One critical task for ophthalmologists using OCT is delineation of…

图像与视频处理 · 电气工程与系统科学 2025-05-21 Samuel T. M. Ball