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im2sim

im2sim is a library designed to simplify the development of ML-accelerated digital twins based on medical images.

This includes two main components:

  1. Deep Learning (DL) frameworks based on PyTorch and PyTorch Geometric
  2. Mesh processing frameworks based on VTK and PyVista

Features

  • Image and Mesh Data Processing
  • DL models for medical imaging applications
  • DL models for digital twin applications
  • Hybrid DL models for simulation outputs directly from images
  • Building blocks for custom DL models
  • Visualisation utilities

Installation

  1. Install the CUDA dependencies:
pip install torch-scatter torch-cluster \
   -f https://data.pydata.org/whl/torch-2.3.1+cu121.html
  1. Install the repository:
pip install git+https://github.com/mrphys/im2sim.git

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