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COVALIC (Comparison and Validation for Image Computing)

COVALIC provides the building blocks of a web-based platform for public image analysis challenges.

This includes ITK-based C++ plugins for comparing different image processing algorithms that was used in multiple public challenges as a backend server code.These plugins are ITK filter classes that are wrapped in a generic command line interface described by XML files to facilitate batch processing in a variety of systems.

There's also work in progress for a Python-based meta-analysis machine learning framework that automatically determine weightings of different metrics, and characterize how a challenge can have different results under specific perturbations.

COVALIC is currently in use at the following sites:

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A repository of algorithm validation metrics.

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  • C++ 67.6%
  • CMake 15.9%
  • Python 10.7%
  • Tcl 5.7%
  • C 0.1%