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Simple tools to evaluate the quality of a image segmentation algorithms based on groundtruth images.

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Sigill/ImageSegmentationQualityEvaluator

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ImageSegmentationQualityEvaluator

Simple tools used to evaluate the quality of image segmentation algorithms according to a groundtruth image.

How to use

Both tools work only on 2D and 3D images with an unsigned char pixel type. All types of images supported by ITK are accepted. You can also specify a directory, in which cases all bmp, jpeg or png images in it will be sorted and loaded in order to build a 3D image.

Both tools print theirs results to stdout using a YAML format.

HausdorffDistanceComputer

Computes the Hausdorff distance between two binary images.

$ ./HausdorffDistanceComputer -h
Usage: ./HausdorffDistanceComputer segmentation groundtruth

See http://www.itk.org/Doxygen/html/classitk_1_1HausdorffDistanceImageFilter.html for more informations about the Hausdorff distance.

LabelOverlapComputer

Compute overlap measures between two labelled images (where a pixel value represents the pixel's class). It supports from 2 to 256 classes.

This tool accepts an optional mask image that will restrict the region of interest.

$ ./LabelOverlapComputer -h
Usage: ./LabelOverlapComputer segmentation groundtruth [mask]

See http://www.itk.org/Doxygen/html/classitk_1_1LabelOverlapMeasuresImageFilter.html for more informations about overlap measures.

How to build

Run CMake, and during the "configure" step, set the ITK_DIR variable to the lib/cmake/ITK-X.Y/ directory of your ITK installation.

LICENSE

The itkMaskedLabelOverlapMeasuresImageFilter.h and itkMaskedLabelOverlapMeasuresImageFilter.hxx files are licensed under the Apache License, Version 2.0. See the LICENSE-Apache-2.0.txt file for more details.

Other files are released under MIT License. See the LICENSE-MIT.txt file for more details.

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Simple tools to evaluate the quality of a image segmentation algorithms based on groundtruth images.

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