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Related papers: Developing Medical AI : a cloud-native audio-visua…

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In a hierarchically-structured cloud/edge/device computing environment, workload allocation can greatly affect the overall system performance. This paper deals with AI-oriented medical workload generated in emergency rooms (ER) or intensive…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-11 Tianshu Hao , Jianfeng Zhan , Kai Hwang , Wanling Gao , Xu Wen

Vision- and hearing-threatening diseases cause preventable disability, especially in resource-constrained settings(RCS) with few specialists and limited screening setup. Large scale AI-assisted screening and telehealth has potential to…

Computer Vision and Pattern Recognition · Computer Science 2025-09-22 Mahesh Shakya , Bijay Adhikari , Nirsara Shrestha , Bipin Koirala , Arun Adhikari , Prasanta Poudyal , Luna Mathema , Sarbagya Buddhacharya , Bijay Khatri , Bishesh Khanal

Accurate and efficient auscultation-based diagnostics are vital for early disease detection, especially in resource-limited settings where specialized clinical expertise is scarce. Traditional auscultation, which heavily depends on…

Sound · Computer Science 2025-03-26 Pingjie Wang , Liudan Zhao , Zihan Zhao , Miao He , Xin Sun , Ya Zhang , Kun Sun , Yanfeng Wang , Yu Wang

With the increase in Artificial Intelligence driven approaches, researchers are requesting unprecedented volumes of medical imaging data which far exceed the capacity of traditional on-premise client-server approaches for making the data…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-08-06 Joseph Mesterhazy , Garrick Olson , Somalee Datta

High-quality data is a prerequisite for training reliable Artificial Intelligence (AI) models in the energy domain. In district heating networks, sensor and metering data often suffer from noise, missing values, and temporal…

Machine Learning · Computer Science 2025-10-02 Kristoffer Christensen , Bo Nørregaard Jørgensen , Zheng Grace Ma

The implementation of medical AI has always been a problem. The effect of traditional perceptual AI algorithm in medical image processing needs to be improved. Here we propose a method of knowledge AI, which is a combination of perceptual…

Image and Video Processing · Electrical Eng. & Systems 2021-01-11 Yingni Wang , Shuge Lei , Jian Dai , Kehong Yuan

In this paper we present our work to improve access to diagnosis in remote areas where good quality medical services may be lacking. We develop new Machine Learning methodologies for deployment onto mobile devices to help the early…

Computer Vision and Pattern Recognition · Computer Science 2019-07-01 Andrew Elkins , Felipe F. Freitas , Veronica Sanz

To achieve successful deployment of AI research, it is crucial to understand the demands of the industry. In this paper, we present the results of a survey conducted with professional audio engineers, in order to determine research…

Audio and Speech Processing · Electrical Eng. & Systems 2023-07-11 Sangshin Oh , Minsung Kang , Hyeongi Moon , Keunwoo Choi , Ben Sangbae Chon

Applying state-of-the-art machine learning and natural language processing on approximately one million of teleconsultation records, we developed a triage system, now certified and in use at the largest European telemedicine provider. The…

Medical imaging plays a vital role in modern diagnostics; however, interpreting high-resolution radiological data remains time-consuming and susceptible to variability among clinicians. Traditional image processing techniques often lack the…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Melika Filvantorkaman , Maral Filvan Torkaman

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,…

Computation and Language · Computer Science 2024-08-23 Arindam Sett , Somaye Hashemifar , Mrunal Yadav , Yogesh Pandit , Mohsen Hejrati

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…

Image and Video Processing · Electrical Eng. & Systems 2025-02-27 Solha Kang , Wesley De Neve , Francois Rameau , Utku Ozbulak

Artificial intelligence (AI) in healthcare has led to many promising developments; however, increasingly, AI research is funded by the private sector leading to potential trade-offs between benefits to patients and benefits to industry.…

Computers and Society · Computer Science 2026-01-13 Rina Khan , Annabelle Sauve , Imaan Bayoumi , Amber L. Simpson , Catherine Stinson

The idea of using computers to read medical scans was introduced as early as 1966. However, limits to machine learning technology meant progress was slow initially. The Alexnet breakthrough in 2012 sparked new interest in the topic, which…

Image and Video Processing · Electrical Eng. & Systems 2022-08-02 Thijs Kooi

In low- and middle-income countries (LMICs), a significant proportion of medical diagnostic equipment remains underutilized or non-functional due to a lack of timely maintenance, limited access to technical expertise, and minimal support…

Artificial intelligence (AI) algorithms using deep learning have advanced the classification of skin disease images; however these algorithms have been mostly applied "in silico" and not validated clinically. Most dermatology AI algorithms…

Computer Vision and Pattern Recognition · Computer Science 2021-05-24 Roxana Daneshjou , Carrie Kovarik , Justin M Ko

Artificial intelligence (AI) technologies, and particularly deep learning systems, are traditionally the domain of large-scale cloud servers, which have access to high computational and energy resources. Nonetheless, in Internet-of-Things…

Signal Processing · Electrical Eng. & Systems 2022-07-26 Nir Shlezinger , Ivan V. Bajic

The adoption of modern technologies for use in healthcare has become an inevitable change. The emergence of artificial intelligence drives this digital disruption. Artificial intelligence has augmented machine capabilities to act like and…

Human-Computer Interaction · Computer Science 2023-05-23 Akiri Surely

Ultrasound imaging of the heart (echocardiography) is widely used to diagnose cardiac diseases. However, obtaining an echocardiogram requires an expert sonographer and a high-quality ultrasound imaging device, which are generally only…

Computer Vision and Pattern Recognition · Computer Science 2025-04-18 Andy Dimnaku , Dominic Yurk , Zhiyuan Gao , Arun Padmanabhan , Mandar Aras , Yaser Abu-Mostafa

Artificial intelligence (AI) has significant potential to positively impact and advance medical imaging, including positron emission tomography (PET) imaging applications. AI has the ability to enhance and optimize all aspects of the PET…

Computer Vision and Pattern Recognition · Computer Science 2021-07-15 Arkadiusz Sitek , Sangtae Ahn , Evren Asma , Adam Chandler , Alvin Ihsani , Sven Prevrhal , Arman Rahmim , Babak Saboury , Kris Thielemans
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