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This work addresses challenges in evaluating adaptive artificial intelligence (AI) models for medical devices, where iterative updates to both models and evaluation datasets complicate performance assessment. We introduce a novel approach…

人工智能 · 计算机科学 2026-04-07 Alexis Burgon , Berkman Sahiner , Nicholas A Petrick , Gene Pennello , Ravi K Samala

Medical imaging has played a pivotal role in advancing and refining digital twin technology, allowing for the development of highly personalized virtual models that represent human anatomy and physiological functions. A key component in…

医学物理 · 物理学 2024-11-14 Feng Zhao , Yizhou Wu , Mingzhe Hu , Chih-Wei Chang , Ruirui Liu , Richard Qiu , Xiaofeng Yang

Artificial intelligence (AI) is entering medical imaging, mainly enhancing image reconstruction. Nevertheless, improvements throughout the entire processing, from signal detection to computation, potentially offer significant benefits. This…

机器学习 · 计算机科学 2023-10-27 Stephan Naunheim , Yannick Kuhl , David Schug , Volkmar Schulz , Florian Mueller

In the context of collaborative AI research and development projects, it would be ideal to have self-contained encapsulated algorithms that can be easily shared between different parties, executed and validated on data at different sites,…

软件工程 · 计算机科学 2025-09-12 Hans Meine , Yongli Mou , Guido Prause , Horst Hahn

Artificial General Intelligence (AGI) is poised to revolutionize a variety of sectors, including healthcare, finance, transportation, and education. Within healthcare, AGI is being utilized to analyze clinical medical notes, recognize…

The benefits of artificial intelligence (AI) human partnerships-evaluating how AI agents enhance expert human performance-are increasingly studied. Though rarely evaluated in healthcare, an inverse approach is possible: AI benefiting from…

This report represents a roadmap for integrating Artificial Intelligence (AI)-based image analysis algorithms into existing Radiology workflows such that: (1) radiologists can significantly benefit from enhanced automation in various…

图像与视频处理 · 电气工程与系统科学 2019-10-16 Engin Dikici , Matthew Bigelow , Luciano M. Prevedello , Richard D. White , Barbaros Selnur Erdal

Artificial Intelligence (AI) plays a significant role in enhancing the capabilities of defense systems, revolutionizing strategic decision-making, and shaping the future landscape of military operations. Neuro-Symbolic AI is an emerging…

人工智能 · 计算机科学 2024-08-27 Desta Haileselassie Hagos , Danda B. Rawat

The integration of artificial intelligence (AI) into medicine is remarkable, offering advanced diagnostic and therapeutic possibilities. However, the inherent opacity of complex AI models presents significant challenges to their clinical…

计算机视觉与模式识别 · 计算机科学 2025-09-23 Binbin Wen , Yihang Wu , Tareef Daqqaq , Ahmad Chaddad

As research and practice in artificial intelligence (A.I.) grow in leaps and bounds, the resources necessary to sustain and support their operations also grow at an increasing pace. While innovations and applications from A.I. have brought…

Artificial intelligence (AI) has shown great promise for diagnostic imaging assessments. However, the application of AI to support medical diagnostics in clinical routine comes with many challenges. The algorithms should have high…

计算机视觉与模式识别 · 计算机科学 2020-08-17 Milda Pocevičiūtė , Gabriel Eilertsen , Claes Lundström

Rapid advances in artificial intelligence (AI) have the potential to significantly increase the productivity, quality, and profitability in future manufacturing systems. Traditional mass-production will give way to personalized production,…

系统与控制 · 电气工程与系统科学 2023-03-21 Ilya Kovalenko , Kira Barton , James Moyne , Dawn M. Tilbury

Radiotherapy aims to deliver a prescribed dose to the tumor while sparing neighboring organs at risk (OARs). Increasingly complex treatment techniques such as volumetric modulated arc therapy (VMAT), stereotactic radiosurgery (SRS),…

医学物理 · 物理学 2023-10-23 Elahheh Salari , Jing Wang , Jacob Wynne , Chih-Wei Chang , Xiaofeng Yang

Despite the promises of data-driven artificial intelligence (AI), little is known about how we can bridge the gulf between traditional physician-driven diagnosis and a plausible future of medicine automated by AI. Specifically, how can we…

人机交互 · 计算机科学 2021-02-12 Hongyan Gu , Jingbin Huang , Lauren Hung , Xiang 'Anthony' Chen

Despite the success of Convolutional Neural Network-based Computer-Aided Diagnosis research, its clinical applications remain challenging. Accordingly, developing medical Artificial Intelligence (AI) fitting into a clinical environment…

计算机视觉与模式识别 · 计算机科学 2020-04-07 Changhee Han , Leonardo Rundo , Kohei Murao , Takafumi Nemoto , Hideki Nakayama

Artificial intelligence (AI) has rapidly transformed various sectors, including healthcare, where it holds the potential to revolutionize clinical practice and improve patient outcomes. However, its integration into medical settings brings…

计算机与社会 · 计算机科学 2024-12-06 Ellison B. Weiner , Irene Dankwa-Mullan , William A. Nelson , Saeed Hassanpour

Diabetes mellitus (DM) predisposes patients to vascular complications. Retinal images and vasculature reflect the body's micro- and macrovascular health. They can be used to diagnose DM complications, including diabetic retinopathy (DR),…

Artificial intelligence (AI) is rapidly emerging as an enabling tool for solving various complex materials design problems. This paper aims to review recent advances in AI-driven materials-by-design and their applications to energetic…

材料科学 · 物理学 2023-05-12 Joseph B. Choi , Phong C. H. Nguyen , Oishik Sen , H. S. Udaykumar , Stephen Baek

Artificial intelligence is fundamentally changing how health content is encountered and acted upon across both the information and healthcare ecosystems. AI systems now generate claims, curate information, interpret symptoms, synthesize…

计算机与社会 · 计算机科学 2026-05-25 Matthew R. DeVerna , Harry Yaojun Yan , Kai-Cheng Yang , Filippo Menczer

Computer Aided Detection (CAD) is a valuable technique for precisely interpreting medical images and it has a global business opportunity of about USD 1.8 billion. The current aspects with reference to the four sub stages such as image…

图像与视频处理 · 电气工程与系统科学 2020-10-01 Roshan P. Mathews , Greeta Mathews