GenAI Diffusion Models: A tutorial on score-based generative models w/ medical imaging applications

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  • čas přidán 18. 10. 2023
  • Generative AI: Diffusion Models for Scientific Machine Learning
    A mini-symposium co-organized with the Michigan Institute for Data Science and the department of Electrical and Computer Engineering at the University of Michigan.
    Presentation: "A tutorial on score-based generative models with medical imaging applications"
    Jeffrey Fessler, William L Root Collegiate Professor of Electrical Engineering and Computer Science; Professor of Electrical Engineering and Computer Science; Professor of Biomedical Engineering, College of Engineering; Professor of Radiology, Medical School, University of Michigan
    About: Generative models have recently been of increasing interest in machine learning. Score-based diffusion models seem to be especially powerful. This talk will give a tutorial about generative models, especially score-based modeling. Applications in imaging and medical imaging will be mentioned. The target audience is newcomers to generative modeling.
    Symposium overview: Recently, diffusion models have emerged as a powerful new family of deep generative models with record-breaking performance in many applications, including image generation, audio synthesis, inverse problem solving, and many scientific disciplines. However, despite their impressive results, they also encounter numerous challenges and constraints that inhibit their practical implementation in many scientific pursuits. Therefore, this mini-symposium, co-organized by MIDAS and the Department of Electrical and Computer Engineering, will serve as a timely platform where experts and researchers from both methodology and application research fields will explore the latest progress and developments in generative AI and diffusion models, and delve into the application of these models in scientific and medical fields, which will become a prime venue for idea exchange and fostering research partnerships in this emerging field.
    For more information about the series and speakers, please visit the event page at: midas.umich.edu/gen-ai-diffus...
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