Radiology

Diagnostic Radiology

Latest AI and machine learning research in diagnostic radiology for healthcare professionals.

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The first use of artificial intelligence (AI) in the ER: triage not diagnosis.

Predictions related to the impact of AI on radiology as a profession run the gamut from AI putting radiologists out of business to having no effect at all. The use of AI appears to show significant promise in ER triage in the present. We briefly discuss the emerging effectiveness of AI in the ER imaging setting by looking at some of the products approved by the FDA and finding their way into "prac...

Jul 8 2020 32643069

Deep learning with noisy labels: Exploring techniques and remedies in medical image analysis.

Supervised training of deep learning models requires large labeled datasets. There is a growing interest in obtaining such datasets for medical image analysis applications. However, the impact of label noise has not received sufficient attention. Recent studies have shown that label noise can significantly impact the performance of deep learning models in many machine learning and computer vision ...

Jun 20 2020 32623277
Machine learning and natural language processing methods to identify ischemic stroke, acuity and location from radiology reports.

Accurate, automated extraction of clinical stroke information from unstructured text has several important applications. ICD-9/10 codes can misclassif...

Jun 19 2020 32559211
Artificial intelligence and radiomics in pediatric molecular imaging.

In the past decade, a new approach for quantitative analysis of medical images and prognostic modelling has emerged. Defined as the extraction and ana...

Jun 13 2020 32544594
Radiomics for precision medicine: Current challenges, future prospects, and the proposal of a new framework.

The advancement of artificial intelligence concurrent with the development of medical imaging techniques provided a unique opportunity to turn medical...

Jun 3 2020 32504782
Artificial intelligence radiogenomics for advancing precision and effectiveness in oncologic care (Review).

The new era of artificial intelligence (AI) has introduced revolutionary data‑driven analysis paradigms that have led to significant advancements in i...

May 11 2020 32467997
Integrating artificial intelligence into the clinical practice of radiology: challenges and recommendations.

Artificial intelligence (AI) has the potential to significantly disrupt the way radiology will be practiced in the near future, but several issues nee...

Feb 17 2020 32064565
Unsupervised Domain Adaptation to Classify Medical Images Using Zero-Bias Convolutional Auto-Encoders and Context-Based Feature Augmentation.

The accuracy and robustness of image classification with supervised deep learning are dependent on the availability of large-scale labelled training d...

Feb 3 2020 32012005
Radiomics and Machine Learning in Oral Healthcare.

The increasing storage of information, data, and forms of knowledge has led to the development of new technologies that can help to accomplish complex...

Jan 29 2020 31950592
An Adversarial Learning Approach to Medical Image Synthesis for Lesion Detection.

The identification of lesion within medical image data is necessary for diagnosis, treatment and prognosis. Segmentation and classification approaches...

Jan 6 2020 31905155
Survey on deep learning for pulmonary medical imaging.

As a promising method in artificial intelligence, deep learning has been proven successful in several domains ranging from acoustics and images to nat...

Dec 16 2019 31840200
Artificial intelligence in medical imaging.

The medical specialty radiology has experienced a number of extremely important and influential technical developments in the past that have affected ...

Dec 16 2019 31857130
Deep learning: definition and perspectives for thoracic imaging.

Relevance and penetration of machine learning in clinical practice is a recent phenomenon with multiple applications being currently under development...

Dec 6 2019 31811431
The role of artificial intelligence in medical imaging research.

Without doubt, artificial intelligence (AI) is the most discussed topic today in medical imaging research, both in diagnostic and therapeutic. For dia...

Nov 28 2019 33178962
The Importance of Imaging Informatics and Informaticists in the Implementation of AI.

Imaging informatics is critical to the success of AI implementation in radiology. An imaging informaticist is a unique individual who sits at the inte...

Oct 19 2019 31636003
Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement.

This is a condensed summary of an international multisociety statement on ethics of artificial intelligence (AI) in radiology produced by the ACR, Eur...

Oct 1 2019 31573399
Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement.

This is a condensed summary of an international multisociety statement on ethics of artificial intelligence (AI) in radiology produced by the ACR, Eur...

Oct 1 2019 31585696
Ethics of Artificial Intelligence in Radiology: Summary of the Joint European and North American Multisociety Statement.

This is a condensed summary of an international multisociety statement on ethics of artificial intelligence (AI) in radiology produced by the ACR, Eur...

Oct 1 2019 31585825
A validated natural language processing algorithm for brain imaging phenotypes from radiology reports in UK electronic health records.

BACKGROUND: Manual coding of phenotypes in brain radiology reports is time consuming. We developed a natural language processing (NLP) algorithm to en...

Sep 9 2019 31500613
Artificial intelligence in radiology: the ecosystem essential to improving patient care.

The rapid development of artificial intelligence (AI) has led to its widespread use in multiple industries, including healthcare. AI has the potential...

Aug 31 2019 31481284
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