AIMC Topic: Diagnostic Imaging

Clear Filters Showing 11 to 20 of 978 articles

Escarcitys: A framework for enhancing medical image classification performance in scarcity of trainable samples scenarios.

Neural networks : the official journal of the International Neural Network Society May 16, 2025
In the field of healthcare, the acquisition and annotation of medical images present significant challenges, resulting in a scarcity of trainable samples. This data limitation hinders the performance of deep learning models, creating bottlenecks in c...
Image Processing, Computer-Assisted Diagnostic Imaging Neural Networks, Computer Deep Learning Humans
View on PubMed DOI

MDEU-Net: Medical Image Segmentation Network Based on Multi-Head Multi-Scale Cross-Axis.

Sensors (Basel, Switzerland) May 5, 2025
Significant advances have been made in the application of attention mechanisms to medical image segmentation, and these advances are notably driven by the development of the cross-axis attention mechanism. However, challenges remain in handling compl...
Diagnostic Imaging Algorithms Image Processing, Computer-Assisted Humans Neural Networks, Computer
View on PubMed DOI

Medical image translation with deep learning: Advances, datasets and perspectives.

Medical image analysis Apr 27, 2025
Traditional medical image generation often lacks patient-specific clinical information, limiting its clinical utility despite enhancing downstream task performance. In contrast, medical image translation precisely converts images from one modality to...
Deep Learning Humans Image Processing, Computer-Assisted Neural Networks, Computer Image Interpretation, Computer-Assisted Diagnostic Imaging Datasets as Topic
View on PubMed DOI

Integrating AI into medical imaging curricula: Insights from UK HEIs.

Radiography (London, England : 1995) Apr 24, 2025
INTRODUCTION: With artificial intelligence (AI) becoming increasingly integrated into medical imaging, the Health and Care Professions Council (HCPC) updated its Standards of Proficiency for Radiographers in Autumn 2023. These changes require clinici...
Humans Artificial Intelligence Surveys and Questionnaires Curriculum Diagnostic Imaging United Kingdom Radiology
View on PubMed DOI

Federated Learning in radiomics: A comprehensive meta-survey on medical image analysis.

Computer methods and programs in biomedicine Apr 19, 2025
Federated Learning (FL) has emerged as a promising approach for collaborative medical image analysis while preserving data privacy, making it particularly suitable for radiomics tasks. This paper presents a systematic meta-analysis of recent surveys ...
Algorithms Radiomics Humans Machine Learning Diagnostic Imaging Privacy Federated Learning Surveys and Questionnaires Image Processing, Computer-Assisted
View on PubMed DOI

A systematic literature review: exploring the challenges of ensemble model for medical imaging.

BMC medical imaging Apr 18, 2025
BACKGROUND: Medical imaging has been essential and has provided clinicians with useful information about the human body to diagnose various health issues. Early diagnosis of diseases based on medical imaging can mitigate the risk of severe consequenc...
Diagnostic Imaging Ensemble Learning Humans
View on PubMed DOI

Use of Open-Source Large Language Models for Automatic Synthesis of the Entire Imaging Medical Records of Patients: A Feasibility Study.

Tomography (Ann Arbor, Mich.) Apr 16, 2025
BACKGROUND/OBJECTIVES: Reviewing the entire history of imaging exams of a single patient's records is an essential step in clinical practice, but it is time and resource consuming, with potential negative effects on workflow and on the quality of med...
Large Language Models Workflow Natural Language Processing Feasibility Studies Humans Programming Languages Diagnostic Imaging Electronic Health Records Radiology Information Systems
View on PubMed DOI

Principles for enhancing trust in artificial intelligence systems among medical imaging professionals in Ghana: A nationwide cross-sectional study.

Radiography (London, England : 1995) Apr 13, 2025
INTRODUCTION: To realise the full potential of artificial intelligence (AI) systems in medical imaging, it is crucial to address challenges, such as cyberterrorism to foster trust and acceptance. This study aimed to determine the principles that enha...
Diagnostic Imaging Computer Security Ghana Middle Aged Surveys and Questionnaires Male Trust Humans Artificial Intelligence Adult Cross-Sectional Studies Female
View on PubMed DOI

Achieving flexible fairness metrics in federated medical imaging.

Nature communications Apr 8, 2025
The rapid adoption of Artificial Intelligence (AI) in medical imaging raises fairness and privacy concerns across demographic groups, especially in diagnosis and treatment decisions. While federated learning (FL) offers decentralized privacy preserva...
Female Uterine Cervical Neoplasms Humans Diagnostic Imaging Artificial Intelligence
View on PubMed DOI

Workload of diagnostic radiologists in the foreseeable future based on recent (2024) scientific advances: Updated growth expectations.

European journal of radiology Apr 7, 2025
PURPOSE: To assess the expected impact of the 2024 medical imaging literature on the workload of diagnostic radiologists.
Forecasting Diagnostic Imaging Radiology Humans Artificial Intelligence Radiologists Workload
View on PubMed DOI
Popular Topics
Recent Journals