AIMC Topic: Diagnostic Imaging
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FDA backs clinician-free AI imaging diagnostic tools.
Nature biotechnology
Aug 6, 2018
Distributed deep learning networks among institutions for medical imaging.
Journal of the American Medical Informatics Association : JAMIA
Aug 1, 2018
OBJECTIVE: Deep learning has become a promising approach for automated support for clinical diagnosis. When medical data samples are limited, collaboration among multiple institutions is necessary to achieve high algorithm performance. However, shari...
Implementation of Enterprise Imaging Strategy at a Chinese Tertiary Hospital.
Journal of digital imaging
Aug 1, 2018
Medical images have become increasingly important in clinical practice and medical research, and the need to manage images at the hospital level has become urgent in China. To unify patient identification in examinations from different medical specia...
Image Reconstruction is a New Frontier of Machine Learning.
IEEE transactions on medical imaging
Jun 1, 2018
Over past several years, machine learning, or more generally artificial intelligence, has generated overwhelming research interest and attracted unprecedented public attention. As tomographic imaging researchers, we share the excitement from our imag...
Hello World Deep Learning in Medical Imaging.
Journal of digital imaging
Jun 1, 2018
There is recent popularity in applying machine learning to medical imaging, notably deep learning, which has achieved state-of-the-art performance in image analysis and processing. The rapid adoption of deep learning may be attributed to the availabi...
Feasibility study of stain-free classification of cell apoptosis based on diffraction imaging flow cytometry and supervised machine learning techniques.
Apoptosis : an international journal on programmed cell death
Jun 1, 2018
This study was to explore the feasibility of prediction and classification of cells in different stages of apoptosis with a stain-free method based on diffraction images and supervised machine learning. Apoptosis was induced in human chronic myelogen...
Collaborative and Reproducible Research: Goals, Challenges, and Strategies.
Journal of digital imaging
Jun 1, 2018
Combining imaging biomarkers with genomic and clinical phenotype data is the foundation of precision medicine research efforts. Yet, biomedical imaging research requires unique infrastructure compared with principally text-driven clinical electronic ...
Characteristics of knowledge content in a curated online evidence library.
Journal of the American Medical Informatics Association : JAMIA
May 1, 2018
OBJECTIVE: To describe types of recommendations represented in a curated online evidence library, report on the quality of evidence-based recommendations pertaining to diagnostic imaging exams, and assess underlying knowledge representation.
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