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相关论文: Automated Retinal Image Analysis and Medical Repor…

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The increasing prevalence of retinal diseases poses a significant challenge to the healthcare system, as the demand for ophthalmologists surpasses the available workforce. This imbalance creates a bottleneck in diagnosis and treatment,…

图像与视频处理 · 电气工程与系统科学 2025-09-17 Jia-Hong Huang

In this work, we propose an AI-based method that intends to improve the conventional retinal disease treatment procedure and help ophthalmologists increase diagnosis efficiency and accuracy. The proposed method is composed of a deep neural…

Every year physicians face an increasing demand of image-based diagnosis from patients, a problem that can be addressed with recent artificial intelligence methods. In this context, we survey works in the area of automatic report generation…

计算机视觉与模式识别 · 计算机科学 2022-01-11 Pablo Messina , Pablo Pino , Denis Parra , Alvaro Soto , Cecilia Besa , Sergio Uribe , Marcelo andía , Cristian Tejos , Claudia Prieto , Daniel Capurro

Recent advances in deep learning have enabled researchers to explore tasks at the intersection of computer vision and natural language processing, such as image captioning, visual question answering, visual dialogue, and visual language…

计算机视觉与模式识别 · 计算机科学 2024-11-05 Sonit Singh

Explainable Artificial Intelligence (AI) in the form of an interpretable and semiautomatic approach to stage grading ocular pathologies such as Diabetic retinopathy, Hypertensive retinopathy, and other retinopathies on the backdrop of major…

图像与视频处理 · 电气工程与系统科学 2022-12-15 Ayushi Raj Bhatt , Rajkumar Vaghashiya , Meghna Kulkarni , Dr Prakash Kamaraj

The increasing demand for medical imaging has surpassed the capacity of available radiologists, leading to diagnostic delays and potential misdiagnoses. Artificial intelligence (AI) techniques, particularly in automatic medical report…

计算机视觉与模式识别 · 计算机科学 2024-10-25 Li Guo , Anas M. Tahir , Dong Zhang , Z. Jane Wang , Rabab K. Ward

Increasing demands on medical imaging departments are taking a toll on the radiologist's ability to deliver timely and accurate reports. Recent technological advances in artificial intelligence have demonstrated great potential for…

计算机视觉与模式识别 · 计算机科学 2024-07-04 Phillip Sloan , Philip Clatworthy , Edwin Simpson , Majid Mirmehdi

Retinal imaging has emerged as a powerful, non-invasive modality for detecting and quantifying biomarkers of systemic diseases-ranging from diabetes and hypertension to Alzheimer's disease and cardiovascular disorders but current insights…

图像与视频处理 · 电气工程与系统科学 2025-05-28 Tariq M Khan , Toufique Ahmed Soomro , Imran Razzak

Inherited retinal diseases (IRDs) are a diverse group of genetic disorders that lead to progressive vision loss and are a major cause of blindness in working-age adults. The complexity and heterogeneity of IRDs pose significant challenges…

图像与视频处理 · 电气工程与系统科学 2024-10-15 Han Trinh , Jordan Vice , Jason Charng , Zahra Tajbakhsh , Khyber Alam , Fred K. Chen , Ajmal Mian

The emergence of artificial intelligence (AI), particularly deep learning (DL), has marked a new era in the realm of ophthalmology, offering transformative potential for the diagnosis and treatment of posterior segment eye diseases. This…

图像与视频处理 · 电气工程与系统科学 2025-01-09 Duy M. H. Nguyen , Hasan Md Tusfiqur Alam , Tai Nguyen , Devansh Srivastav , Hans-Juergen Profitlich , Ngan Le , Daniel Sonntag

Objective Renal cancer is a common malignancy and a major cause of cancer-related deaths. Computed tomography (CT) is central to early detection, staging, and treatment planning. However, the growing CT workload increases radiologists'…

图像与视频处理 · 电气工程与系统科学 2025-10-17 Renjie Liang , Zhengkang Fan , Jinqian Pan , Chenkun Sun , Bruce Daniel Steinberg , Russell Terry , Jie Xu

Retinopathy of prematurity (ROP) is a severe condition affecting premature infants, leading to abnormal retinal blood vessel growth, retinal detachment, and potential blindness. While semi-automated systems have been used in the past to…

Automatic radiology report generation can alleviate the workload for physicians and minimize regional disparities in medical resources, therefore becoming an important topic in the medical image analysis field. It is a challenging task, as…

计算机视觉与模式识别 · 计算机科学 2025-03-07 Xinyi Wang , Grazziela Figueredo , Ruizhe Li , Wei Emma Zhang , Weitong Chen , Xin Chen

This paper provides a systematic survey of retinal diseases that cause visual impairments or blindness, emphasizing the importance of early detection for effective treatment. It covers both clinical and automated approaches for detecting…

图像与视频处理 · 电气工程与系统科学 2023-11-27 Hina Raja , Taimur Hassan , Bilal Hassan , Muhammad Usman Akram , Hira Raja , Alaa A Abd-alrazaq , Siamak Yousefi , Naoufel Werghi

PURPOSE OF REVIEW: Despite the impressive results of recent artificial intelligence (AI) applications to general ophthalmology, comparatively less progress has been made toward solving problems in pediatric ophthalmology using similar…

医学物理 · 物理学 2019-04-19 Julia E. Reid , Eric Eaton

Automatically generating medical reports for retinal images is one of the promising ways to help ophthalmologists reduce their workload and improve work efficiency. In this work, we propose a new context-driven encoding network to…

计算机视觉与模式识别 · 计算机科学 2021-06-01 Jia-Hong Huang , Ting-Wei Wu , Chao-Han Huck Yang , Marcel Worring

Medical imaging is widely used in clinical practice for diagnosis and treatment. Report-writing can be error-prone for unexperienced physicians, and time- consuming and tedious for experienced physicians. To address these issues, we study…

计算与语言 · 计算机科学 2019-01-09 Baoyu Jing , Pengtao Xie , Eric Xing

Advancements in generative Artificial Intelligence (AI) hold great promise for automating radiology workflows, yet challenges in interpretability and reliability hinder clinical adoption. This paper presents an automated radiology report…

Diabetic Retinopathy (DR) is a leading cause of preventable blindness among working-age adults worldwide, yet most automated screening systems are limited to image-level classification and lack clinically structured reporting. We propose…

计算机视觉与模式识别 · 计算机科学 2026-05-11 Abdelrahman Zaian , Sheethal Bhat , Mohamed Abdalkader , Andreas Maier

Medical imaging plays a pivotal role in diagnosis and treatment in clinical practice. Inspired by the significant progress in automatic image captioning, various deep learning (DL)-based methods have been proposed to generate radiology…

计算机视觉与模式识别 · 计算机科学 2022-02-04 Yixin Wang , Zihao Lin , Zhe Xu , Haoyu Dong , Jiang Tian , Jie Luo , Zhongchao Shi , Yang Zhang , Jianping Fan , Zhiqiang He
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