AIMC Topic: Diagnostic Imaging

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Not-so-supervised: A survey of semi-supervised, multi-instance, and transfer learning in medical image analysis.

Medical image analysis Mar 29, 2019
Machine learning (ML) algorithms have made a tremendous impact in the field of medical imaging. While medical imaging datasets have been growing in size, a challenge for supervised ML algorithms that is frequently mentioned is the lack of annotated d...
Image Processing, Computer-Assisted Humans Diagnostic Imaging Supervised Machine Learning
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Unsupervised domain adaptation for medical imaging segmentation with self-ensembling.

NeuroImage Mar 19, 2019
Recent advances in deep learning methods have redefined the state-of-the-art for many medical imaging applications, surpassing previous approaches and sometimes even competing with human judgment in several tasks. Those models, however, when trained ...
Humans Unsupervised Machine Learning Diagnostic Imaging Magnetic Resonance Imaging Image Processing, Computer-Assisted
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Special issue on machine learning in medical imaging.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Mar 16, 2019
Diagnostic Imaging Machine Learning
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A Comparison of Some Nature-Inspired Optimization Metaheuristics Applied in Biomedical Image Registration.

Methods of information in medicine Mar 15, 2019
UNLABELLED: Computational Intelligence Re-meets Medical Image Processing Analysis of Machine Learning Algorithms for Diagnosis of Diffuse Lung Diseases BACKGROUND:  In the last decades, new optimization methods based on the nature's intelligence were...
Databases as Topic Nature Image Processing, Computer-Assisted Diagnostic Imaging Algorithms
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Computational Intelligence Re-meets Medical Image Processing.

Methods of information in medicine Mar 15, 2019
Algorithms Image Processing, Computer-Assisted Machine Learning Artificial Intelligence Diagnostic Imaging
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Classifying Biomedical Figures by Modality via Multi-Label Learning.

IEEE journal of biomedical and health informatics Feb 28, 2019
The figures found in biomedical literature are a vital part of biomedical research, education, and clinical decision. The multitude of their modalities and the lack of corresponding metadata constitute search and information, retrieval a difficult ta...
Image Processing, Computer-Assisted Algorithms Data Mining Diagnostic Imaging Humans Information Storage and Retrieval Machine Learning Image Interpretation, Computer-Assisted
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Medical image classification using synergic deep learning.

Medical image analysis Feb 18, 2019
The classification of medical images is an essential task in computer-aided diagnosis, medical image retrieval and mining. Although deep learning has shown proven advantages over traditional methods that rely on the handcrafted features, it remains c...
Radiology Information Systems Data Mining Information Storage and Retrieval Diagnostic Imaging Diagnosis, Computer-Assisted Image Processing, Computer-Assisted Neural Networks, Computer Humans Deep Learning
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Artificial intelligence in cancer imaging: Clinical challenges and applications.

CA: a cancer journal for clinicians Feb 5, 2019
Judgement, as one of the core tenets of medicine, relies upon the integration of multilayered data with nuanced decision making. Cancer offers a unique context for medical decisions given not only its variegated forms with evolution of disease but al...
Diagnostic Imaging Neoplasms Artificial Intelligence Humans
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Artificial intelligence: a challenge for third millennium radiologist.

La Radiologia medica Feb 1, 2019
Humans Genomics Diagnosis, Differential Diagnostic Errors Artificial Intelligence Image Interpretation, Computer-Assisted Radiobiology Diagnostic Imaging
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Recent technical development of artificial intelligence for diagnostic medical imaging.

Japanese journal of radiology Jan 31, 2019
Deep learning has caused a third boom of artificial intelligence and great changes of diagnostic medical imaging systems such as radiology, pathology, retinal imaging, dermatology inspection, and endoscopic diagnosis will be expected in the near futu...
Artificial Intelligence Deep Learning Diagnostic Imaging Humans
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