LEAP

Contents:

  • Installation and Tutorial
  • Technical Manual
  • Python API (leapctype)
  • Preprocessing Algorithms
  • Physics-Based Preprocessing Algorithms
  • PyTorch Neural Network Interface (leaptorch)
LEAP
  • LivermorE AI Projector for Computed Tomography
  • View page source

LivermorE AI Projector for Computed Tomography LEAPiconImage

LEAP is a C++/CUDA library (Linux, Windows, and Mac) of 3D tomographic algorithms (pre-processing algorithms, projectors, and analytic (FBP) and iterative reconstruction algorithms) with a Python interface. The projectors (forward and back projection) are implemented for both multi-GPU and multi-core CPU and we provide bindings to PyTorch to achieve differentiable forward and backward projectors for AI/ML-driven Computed Tomography (CT) applications.

_images/LEAPoverview.png

Contents:

  • Installation and Tutorial
  • Technical Manual
  • Python API (leapctype)
    • High-Level Functions
    • CT Geometries
    • CT Volume
    • Forward and Back Projection
    • Analytic Reconstruction (FBP)
    • Iterative Reconstruction
    • Filter Sequence
    • Projection Filters and Transforms
    • Volume Filters and Transforms
    • Filters Applied to Arbitrary 3D Arrays
    • File I/O
    • CT Simulation Functions
  • Preprocessing Algorithms
    • gain_correction()
    • makeAttenuationRadiographs()
    • badPixelCorrection()
    • outlierCorrection()
    • outlierCorrection_highEnergy()
    • detectorDeblur_FourierDeconv()
    • detectorDeblur_RichardsonLucy()
    • ringRemoval_fast()
    • ringRemoval_median()
    • ringRemoval()
    • transmission_shift()
    • parameter_sweep()
  • Physics-Based Preprocessing Algorithms
  • PyTorch Neural Network Interface (leaptorch)
    • BackProjectorFunctionCPU
    • BackProjectorFunctionGPU
    • BaseProjector
    • FBP
    • FBPFunctionCPU
    • FBPFunctionGPU
    • FBPReverseFunctionCPU
    • FBPReverseFunctionGPU
    • Projector
    • ProjectorFunctionCPU
    • ProjectorFunctionGPU

Indices and tables

  • Index

  • Module Index

  • Search Page

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