Future Directions in Artificial Intelligence
No one knows what the paradigm shift of artificial intelligence will bring to medical imaging. In this article, we attempt to predict how artificial intelligence will impact radiology based on…
Separating Hope from Hype
Although recent scientific studies suggest that artificial intelligence (AI) could provide value in many radiology applications, much of the hard engineering work required to consistently realize this value in practice…
Artificial Intelligence Enabling Radiology Reporting
The radiology reporting process is beginning to incorporate structured, semantically labeled data. Tools based on artificial intelligence technologies using a structured reporting context can assist with internal report consistency and…
Clinical Artificial Intelligence Applications in Radiology
Radiologists have been at the forefront of the digitization process in medicine. Artificial intelligence (AI) is a promising area of innovation, particularly in medical imaging. The number of applications of…
Regulatory Issues and Challenges to Artificial Intelligence Adoption
Artificial intelligence technology promises to redefine the practice of radiology. However, it exists in a nascent phase and remains largely untested in the clinical space. This nature is both a…
Basic Artificial Intelligence Techniques
Natural language processing (NLP) is a subfield of computer science and linguistics that can be applied to extract meaningful information from radiology reports. Symbolic NLP is rule based and well…
Basic Artificial Intelligence Techniques
Key points • With the rapidly expanding use cases for AI, there is a growing need for proper evaluation of developed algorithms. • Although the external test set is the…
Basic Artificial Intelligence Techniques
Machine learning is an important tool for extracting information from medical images. Deep learning has made this more efficient by not requiring an explicit feature extraction step and in some…
Chest CT Pathology
Chest CT Pathology Segments of the Lung It is especially important to be able to identify the segments of the lungs in CT images if bronchioscopy is planned for biopsy…
Abdominal CT
Abdominal CT In general, all soft-tissue organs should appear uniform and be well defined, except when partial volume effects occur (cf. p.14) or during the early arterial phase of CM…
