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Semantic segmentation of medical images aims to associate a pixel with a label in a medical image without human initialization. The success of semantic segmentation algorithms is contingent on the availability of high-quality imaging data…

Understanding decision-making in clinical environments is of paramount importance if we are to bring the strengths of machine learning to ultimately improve patient outcomes. Several factors including the availability of public data, the…

Machine Learning · Computer Science 2022-03-15 Alex J. Chan , Ioana Bica , Alihan Huyuk , Daniel Jarrett , Mihaela van der Schaar

We find ourselves on the ever-shifting cusp of an AI revolution -- with potentially metamorphic implications for the future practice of healthcare. For many, such innovations cannot come quickly enough; as healthcare systems worldwide…

Human-Computer Interaction · Computer Science 2024-11-05 Kevin Doherty , Emma Kallina , Kayley Moylan , María Paula Silva , Sajjad Karimian , Shivam Shumsher , Rob Brennan

Quality patient-provider communication is critical to improve clinical care and patient outcomes. While progress has been made with communication skills training for clinicians, significant gaps exist in how to best monitor, measure, and…

Human-Computer Interaction · Computer Science 2024-07-12 Zhiyuan Wang , Nusayer Hassan , Virginia LeBaron , Tabor E. Flickinger , David Ling , James Edwards , Congyu Wu , Mehdi Boukhechba , Laura E. Barnes

Artificial intelligence has provided us with an exploration of a whole new research era. As more data and better computational power become available, the approach is being implemented in various fields. The demand for it in health…

Machine Learning · Computer Science 2020-08-11 Gloria Hyunjung Kwak , Pan Hui

With the rapid advance of computer graphics and artificial intelligence technologies, the ways we interact with the world have undergone a transformative shift. Virtual Reality (VR) technology, aided by artificial intelligence (AI), has…

Computer Vision and Pattern Recognition · Computer Science 2024-07-12 Yixuan Wu , Kaiyuan Hu , Danny Z. Chen , Jian Wu

Deep learning-based health status representation learning and clinical prediction have raised much research interest in recent years. Existing models have shown superior performance, but there are still several major issues that have not…

Machine Learning · Computer Science 2019-11-28 Liantao Ma , Junyi Gao , Yasha Wang , Chaohe Zhang , Jiangtao Wang , Wenjie Ruan , Wen Tang , Xin Gao , Xinyu Ma

Medical Informatics and the application of modern signal processing in the assistance of the diagnostic process in medical imaging is one of the more recent and active research areas today. This thesis addresses a variety of issues related…

Computer Vision and Pattern Recognition · Computer Science 2009-10-20 Harris Georgiou

Remarkable success of modern image-based AI methods and the resulting interest in their applications in critical decision-making processes has led to a surge in efforts to make such intelligent systems transparent and explainable. The need…

Artificial Intelligence · Computer Science 2020-11-30 Adriano Lucieri , Muhammad Naseer Bajwa , Andreas Dengel , Sheraz Ahmed

Clinical systems operate in safety-critical environments and are not intended to function autonomously; however, they are currently designed to replicate clinicians' diagnoses rather than assist them in the diagnostic process. To enable…

Human-Computer Interaction · Computer Science 2025-04-07 Kailas Dayanandan , Brejesh Lall

Smart and IoT-enabled mobile devices have the potential to enhance healthcare services for both patients and healthcare providers. Human computer interaction design is key to realizing a useful and usable connection between the users and…

Human-Computer Interaction · Computer Science 2020-02-26 Pu Liu , Sidney Fels , Nicholas West , Matthias Görges

As AI emerged as highest valued technology, We used that to create a web application that makes a patient work easier .It detects the disease name based on the symptoms given by the patient and recommends medication for respective disease,…

Artificial Intelligence · Computer Science 2024-10-24 K. Vignesh , B. Pranavi , Ch. Sreenidhi

Recently, there has been great interest in developing Artificial Intelligence (AI) enabled computer-aided diagnostics solutions for the diagnosis of skin cancer. With the increasing incidence of skin cancers, low awareness among a growing…

Image and Video Processing · Electrical Eng. & Systems 2020-06-23 Manu Goyal , Thomas Knackstedt , Shaofeng Yan , Saeed Hassanpour

Connected health is a multidisciplinary approach focused on health management, prioritizing pa-tient needs in the creation of tools, services, and treatments. This paradigm ensures proactive and efficient care by facilitating the timely…

Computers and Society · Computer Science 2025-10-13 Mira Raheem , Michael Papazoglou , Bernd Krämer , Neamat El-Tazi , Amal Elgammal

Generative Artificial Intelligence (GenAI) is taking the world by storm. It promises transformative opportunities for advancing and disrupting existing practices, including healthcare. From large language models (LLMs) for clinical note…

Artificial Intelligence · Computer Science 2025-10-29 Gang Chen , Changshuo Liu , Gene Anne Ooi , Marcus Tan , Zhongle Xie , Jianwei Yin , James Wei Luen Yip , Wenqiao Zhang , Jiaqi Zhu , Beng Chin Ooi

This paper introduces SEMISE, a novel method for representation learning in medical imaging that combines self-supervised and supervised learning. By leveraging both labeled and augmented data, SEMISE addresses the challenge of data…

Image and Video Processing · Electrical Eng. & Systems 2025-01-08 Dung T. Tran , Hung Vu , Anh Tran , Hieu Pham , Hong Nguyen , Phong Nguyen

Artificial intelligence (AI) has shown great promise in revolutionizing the field of digital health by improving disease diagnosis, treatment, and prevention. This paper describes the Health Guardian platform, a non-commercial, scientific…

Systems and Control · Electrical Eng. & Systems 2023-10-04 Vince S. Siu , Kuan Yu Hsieh , Italo Buleje , Takashi Itoh , Tian Hao , Ben Civjan , Nigel Hinds , Bing Dang , Jeffrey L. Rogers , Bo Wen

Synthetic Data Generation (SDG) based on Artificial Intelligence (AI) can transform the way clinical medicine is delivered by overcoming privacy barriers that currently render clinical data sharing difficult. This is the key to accelerating…

Digital Biomarkers and remote patient monitoring can provide valuable and timely insights into how a patient is coping with their condition (disease progression, treatment response, etc.), complementing treatment in traditional healthcare…

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,…

Software Engineering · Computer Science 2025-09-12 Hans Meine , Yongli Mou , Guido Prause , Horst Hahn