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Introduction: Artificial intelligence (AI) is exhibiting tremendous potential to reduce the massive costs and long timescales of drug discovery. There are however important challenges currently limiting the impact and scope of AI models.…

其他定量生物学 · 定量生物学 2024-09-25 Ghita Ghislat , Saiveth Hernandez-Hernandez , Chayanit Piyawajanusorn , Pedro J. Ballester

AI models are increasingly deployed in live clinical environments where they must perform reliably across complex, high-stakes workflows that standard training and validation datasets were never designed to capture. Evaluating these systems…

人工智能 · 计算机科学 2026-05-12 Prasanna Desikan , Harshit Rajgarhia , Shivali Dalmia , Ananya Mantravadi

Artificial intelligence (AI) holds great promise for supporting clinical trials, from patient recruitment and endpoint assessment to treatment response prediction. However, deploying AI without safeguards poses significant risks,…

机器学习 · 计算机科学 2025-10-09 Yao Chen , David Ohlssen , Aimee Readie , Gregory Ligozio , Ruvie Martin , Thibaud Coroller

Publicly accessible benchmarks that allow for assessing and comparing model performances are important drivers of progress in artificial intelligence (AI). While recent advances in AI capabilities hold the potential to transform medical…

人工智能 · 计算机科学 2022-12-26 Kathrin Blagec , Jakob Kraiger , Wolfgang Frühwirt , Matthias Samwald

The implementation of Artificial Intelligence (AI) in the healthcare industry has garnered considerable attention, attributable to its prospective enhancement of clinical outcomes, expansion of access to superior healthcare, cost reduction,…

计算与语言 · 计算机科学 2024-08-23 Arindam Sett , Somaye Hashemifar , Mrunal Yadav , Yogesh Pandit , Mohsen Hejrati

Artificial Intelligence (AI) is gradually changing the practice of surgery with the advanced technological development of imaging, navigation and robotic intervention. In this article, the recent successful and influential applications of…

医学物理 · 物理学 2020-01-06 Xiao-Yun Zhou , Yao Guo , Mali Shen , Guang-Zhong Yang

Despite advancements in robotic-assisted surgery, automating complex tasks like suturing remain challenging due to the need for adaptability and precision. Learning-based approaches, particularly reinforcement learning (RL) and imitation…

机器人学 · 计算机科学 2025-02-12 Jin Wu , Haoying Zhou , Peter Kazanzides , Adnan Munawar , Anqi Liu

Advances in foundation modeling have reshaped computational pathology. However, the increasing number of available models and lack of standardized benchmarks make it increasingly complex to assess their strengths, limitations, and potential…

计算机视觉与模式识别 · 计算机科学 2025-02-11 Andrew Zhang , Guillaume Jaume , Anurag Vaidya , Tong Ding , Faisal Mahmood

Artificial Intelligence (AI) has become commonplace to solve routine everyday tasks. Because of the exponential growth in medical imaging data volume and complexity, the workload on radiologists is steadily increasing. We project that the…

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

The past decade has witnessed a substantial increase in the number of startups and companies offering AI-based solutions for clinical decision support in medical institutions. However, the critical nature of medical decision-making raises…

图像与视频处理 · 电气工程与系统科学 2025-02-27 Solha Kang , Wesley De Neve , Francois Rameau , Utku Ozbulak

Advances in computing power, deep learning architectures, and expert labelled datasets have spurred the development of medical imaging artificial intelligence systems that rival clinical experts in a variety of scenarios. The National…

图像与视频处理 · 电气工程与系统科学 2021-11-18 Rohan Shad , John P. Cunningham , Euan A. Ashley , Curtis P. Langlotz , William Hiesinger

Objectives: The integration of Artificial Intelligence (AI) in healthcare promises to revolutionize patient care, diagnostics, and treatment protocols. Collaborative efforts among healthcare systems, research institutions, and industry are…

计算机与社会 · 计算机科学 2025-09-03 Jiancheng Ye , Michelle Ma , Malak Abuhashish

Large language models (LLMs) have shown considerable potential in supporting medical diagnosis. However, their effective integration into clinical workflows is hindered by physicians' difficulties in perceiving and trusting LLM…

人机交互 · 计算机科学 2026-01-28 Yuansong Xu , Yichao Zhu , Haokai Wang , Yuchen Wu , Yang Ouyang , Hanlu Li , Wenzhe Zhou , Xinyu Liu , Chang Jiang , Quan Li

Minimally invasive surgery is highly operator dependant with a lengthy procedural time causing fatigue to surgeon and risks to patients such as injury to organs, infection, bleeding, and complications of anesthesia. To mitigate such risks,…

计算机视觉与模式识别 · 计算机科学 2023-01-16 Mansoor Ali , Rafael Martinez Garcia Pena , Gilberto Ochoa Ruiz , Sharib Ali

Large Vision-Language Models offer a new paradigm for AI-driven image understanding, enabling models to perform tasks without task-specific training. This flexibility holds particular promise across medicine, where expert-annotated data is…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Anita Rau , Mark Endo , Josiah Aklilu , Jaewoo Heo , Khaled Saab , Alberto Paderno , Jeffrey Jopling , F. Christopher Holsinger , Serena Yeung-Levy

Developing artificial intelligence (AI) tools for healthcare is a collaborative effort, bringing data scientists, clinicians, patients and other disciplines together. In this paper, we explore the collaborative data practices of research…

人机交互 · 计算机科学 2024-01-17 Rafael Henkin , Elizabeth Remfry , Duncan J. Reynolds , Megan Clinch , Michael R. Barnes

The discussions around Artificial Intelligence (AI) and medical imaging are centered around the success of deep learning algorithms. As new algorithms enter the market, it is important for practicing radiologists to understand the pitfalls…

图像与视频处理 · 电气工程与系统科学 2022-11-28 Rishi Gadepally , Andrew Gomella , Eric Gingold , Paras Lakhani

Artificial Intelligence (AI) is poised to transform healthcare delivery through revolutionary advances in clinical decision support and diagnostic capabilities. While human expertise remains foundational to medical practice, AI-powered…

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