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AI-based ultrasound imaging simulator

Key Investigators

Presenter location: In-person

Project Description

We will discuss strategies to integrate AI-based ultrasound imaging simulators in multiple platforms for medical robotics and IGT, including the Gazebo dynamic simulator and PLUS.

Objective

  1. Model Improve the model - make the simulated ultrasound image more realistic
  2. Architecture Explore the fast way to package the model into applications.

Approach and Plan

  1. Model improvement
    • The current model doesn’t take account of tissue attenuation properties. Explore the use of CT segmentation data (or total segmentator).
    • To use the neuron network to accelerate the computation speed. (The current version is physics-based)
  2. Architecture
    • Create an independent library for CT-ultrasound conversion. This library takes a 2D resampled CT data that is aligned to the (virtual) ultrasound probe, and generate a corresponding simulated ultrasound image.
    • Integration with existing platforms, including Gazebo, Slicer, PLUS (to be discussed with the community)

Progress and Next Steps

  1. Describe specific steps you have actually done.

Illustrations

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Background and References

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