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Clinical coding is the task of transforming medical information in a patient's health records into structured codes so that they can be used for statistical analysis. This is a cognitive and time-consuming task that follows a standard…

计算与语言 · 计算机科学 2022-10-11 Hang Dong , Matúš Falis , William Whiteley , Beatrice Alex , Joshua Matterson , Shaoxiong Ji , Jiaoyan Chen , Honghan Wu

Background. Breast cancer screening programs using mammography have led to significant mortality reduction in high-income countries. However, many low- and middle-income countries lack resources for mammographic screening. Handheld breast…

图像与视频处理 · 电气工程与系统科学 2024-11-13 Arianna Bunnell , Dustin Valdez , Fredrik Strand , Yannik Glaser , Peter Sadowski , John A. Shepherd

Artificial Intelligence (AI) holds great promise for transforming healthcare, particularly in disease diagnosis, prognosis, and patient care. The increasing availability of digital medical data, such as images, omics, biosignals, and…

人工智能 · 计算机科学 2025-10-17 Pedro A. Moreno-Sánchez , Javier Del Ser , Mark van Gils , Jussi Hernesniemi

Medical imaging AI systems such as disease classification and segmentation are increasingly inspired and transformed from computer vision based AI systems. Although an array of adversarial training and/or loss function based defense…

机器学习 · 计算机科学 2020-06-25 Xin Li , Deng Pan , Dongxiao Zhu

Recently, Artificial Intelligence (AI)-based algorithms have revolutionized the medical image segmentation processes. Thus, the precise segmentation of organs and their lesions may contribute to an efficient diagnostics process and a more…

神经元与认知 · 定量生物学 2024-03-21 Zofia Rudnicka , Janusz Szczepanski , Agnieszka Pregowska

The rapid advancement of foundation models in medical imaging represents a significant leap toward enhancing diagnostic accuracy and personalized treatment. However, the deployment of foundation models in healthcare necessitates a rigorous…

计算机视觉与模式识别 · 计算机科学 2024-10-08 Congzhen Shi , Ryan Rezai , Jiaxi Yang , Qi Dou , Xiaoxiao Li

With the advancements in computer technology, there is a rapid development of intelligent systems to understand the complex relationships in data to make predictions and classifications. Artificail Intelligence based framework is rapidly…

机器学习 · 计算机科学 2021-07-30 G Jignesh Chowdary , Suganya G , Premalatha M , Asnath Victy Phamila Y , Karunamurthy K

Artificial intelligence (AI) has demonstrated considerable potential in the realm of medical imaging. However, the development of high-performance AI models typically necessitates training on large-scale, centralized datasets. This approach…

密码学与安全 · 计算机科学 2025-08-29 Mengyu Sun , Ziyuan Yang , Yongqiang Huang , Hui Yu , Yingyu Chen , Shuren Qi , Andrew Beng Jin Teoh , Yi Zhang

Robotic ultrasound (US) systems have shown great potential to make US examinations easier and more accurate. Recently, various machine learning techniques have been proposed to realize automatic US image interpretation for robotic US…

机器人学 · 计算机科学 2023-05-17 Keyu Li , Xinyu Mao , Chengwei Ye , Ang Li , Yangxin Xu , Max Q. -H. Meng

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 2024-08-15 Jia-Hong Huang

Purpose: A major barrier to the implementation of artificial intelligence for medical applications is the lack of explainability and high confidence for incorrect decisions, specifically with out-of-domain samples. We propose a…

计算机视觉与模式识别 · 计算机科学 2026-01-22 Mikyla K. Bowen , Jesse W. Wilson

In response to the increasing mental health challenges faced by college students, we sought to understand their perspectives on how AI applications, particularly Large Language Models (LLMs), can be leveraged to enhance their mental…

人机交互 · 计算机科学 2024-09-27 Owen Xingjian Zhang , Shuyao Zhou , Jiayi Geng , Yuhan Liu , Sunny Xun Liu

Telehealth is an increasingly critical component of the health care ecosystem, especially due to the COVID-19 pandemic. Rapid adoption of telehealth has exposed limitations in the existing infrastructure. In this paper, we study and…

计算机视觉与模式识别 · 计算机科学 2020-10-06 Kailas Vodrahalli , Roxana Daneshjou , Roberto A Novoa , Albert Chiou , Justin M Ko , James Zou

This research investigates the curriculum structures of undergraduate Artificial Intelligence (AI) education across universities worldwide. By examining the curricula of leading universities, the research seeks to contribute to a deeper…

计算机与社会 · 计算机科学 2024-07-25 Jianing Xia , Man Li , Jianxin Li

Mixed-media tutorials, which integrate videos, images, text, and diagrams to teach procedural skills, offer more browsable alternatives than timeline-based videos. However, manually creating such tutorials is tedious, and existing automated…

人机交互 · 计算机科学 2024-03-14 Yuexi Chen , Vlad I. Morariu , Anh Truong , Zhicheng Liu

In recent years, deep learning models have revolutionized medical image interpretation, offering substantial improvements in diagnostic accuracy. However, these models often struggle with challenging images where critical features are…

计算机视觉与模式识别 · 计算机科学 2023-07-03 Pradeep Singh , Kishore Babu Nampalle , Uppala Vivek Narayan , Balasubramanian Raman

AI-generated health misinformation poses unprecedented threats to patient safety and healthcare system trust globally. This white paper presents an explainable AI framework developed through the EPSRC INDICATE project to combat medical…

信息检索 · 计算机科学 2025-09-05 Sueun Hong , Shuojie Fu , Ovidiu Serban , Brianna Bao , James Kinross , Francesa Toni , Guy Martin , Uddhav Vaghela

The lack of annotated medical images limits the performance of deep learning models, which usually need large-scale labelled datasets. Few-shot learning techniques can reduce data scarcity issues and enhance medical image analysis,…

计算机视觉与模式识别 · 计算机科学 2024-06-25 Eva Pachetti , Sara Colantonio

The past years have seen a considerable increase in cancer cases. However, a cancer diagnosis is often complex and depends on the types of images provided for analysis. It requires highly skilled practitioners but is often time-consuming…

图像与视频处理 · 电气工程与系统科学 2022-10-24 Solene Bechelli