Artificial Intelligence, Machine Learning, and Deep Learning

Share:

EmailFacebookLinkedInXWhatsAppShare
Supports the design and development of artificial intelligence, machine learning, and deep learning to enhance analysis of complex medical images and data.

Emphasis

The emphasis is on development of transformative machine intelligence-based systems, emerging tools, and modern technologies for diagnosing and recommending treatments for a range of diseases and health conditions.  Unsupervised and semi-supervised techniques and methodologies are of particular interest.

Program priorities and areas of interest:

  • clinical decision support systems
  • computer-aided diagnosis
  • computer-aided screening
  • analyzing complex patterns and images
  • screening for diseases
  • natural-language processing and understanding
  • medical decision-making
  • predictive modeling
  • computer vision
  • robotic and image guided surgery
  • personalized imaging and treatment
  • drug discovery
  • radiomics
  • machine/deep learning-based segmentation, registration, etc.

Additional support

This program also supports:

  • early-stage development of software, tools, and reusable convolutional neural networks
  • data reduction, denoising, improving performance (health-promoting apps), and deep-learning based direct image reconstruction
  • approaches that facilitate interoperability among annotations used in image training databases

    Related News

    September 11, 2024

    Early detection of respiratory diseases is critical for treatment. Researchers at the Georgia Institute of Technology have developed a wearable lung patch which, in a pilot study, detected wheezing, a common indicator of asthma and COPD.

    September 6, 2024

    As antibiotic resistance becomes an increasingly serious threat to our health, the scientific and medical communities are searching for new medicines to fight infections. Researchers at Gladstone Institutes have just moved closer to that goal with a novel technique for harnessing the power of bacteriophages. Source: Gladstone Institutes News

    September 5, 2024
    A photo of tweezers holding a six-armed, starfish-like soft robot.

    Physical human feats require a high level of coordination between sensory and motor functions. What kind of achievements could robots perform with the same cohesion between sensing and action? In the medical space, researchers have begun to explore the possibilities.

    September 3, 2024

    Gene therapy, the idea of fixing faulty genes with healthy ones, has held immense promise. But a major hurdle has been finding a safe and efficient way to deliver those genes.

    Now, researchers at the University of Hawaiʻi’s John A. Burns School of Medicine (JABSOM) have made a significant breakthrough in gene editing technology that could revolutionize how genetic diseases are treated. Source: University of Hawaiʻi’s John A. Burns School of Medicine News

    August 26, 2024

    The National Institutes of Health and the higher education non-profit VentureWell have selected 11 winners and five honorable mentions in the Design by Biomedical Undergraduate Teams (DEBUT) Challenge, who are set to receive prizes totaling $160,000.