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metrics.rst

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github_url:https://github.com/Project-MONAI/MONAI

Metrics

.. currentmodule:: monai.metrics

FROC

.. autofunction:: compute_fp_tp_probs

.. autofunction:: compute_froc_curve_data

.. autofunction:: compute_froc_score

Metric

.. autoclass:: Metric
    :members:

IterationMetric

.. autoclass:: IterationMetric
    :members:

Cumulative

.. autoclass:: Cumulative
    :members:

CumulativeIterationMetric

.. autoclass:: CumulativeIterationMetric
    :members:

Mean Dice

.. autofunction:: compute_meandice


.. autoclass:: DiceMetric
    :members:

Area under the ROC curve

.. autofunction:: compute_roc_auc


.. autoclass:: ROCAUCMetric
    :members:

Confusion matrix

.. autofunction:: get_confusion_matrix

.. autofunction:: compute_confusion_matrix_metric


.. autoclass:: ConfusionMatrixMetric
    :members:

Hausdorff distance

.. autofunction:: compute_hausdorff_distance

.. autofunction:: compute_percent_hausdorff_distance


.. autoclass:: HausdorffDistanceMetric
    :members:

Average surface distance

.. autofunction:: compute_average_surface_distance


.. autoclass:: SurfaceDistanceMetric
    :members:

Surface dice

.. autofunction:: compute_surface_dice


.. autoclass:: SurfaceDiceMetric
    :members:

Mean squared error

.. autoclass:: MSEMetric
    :members:

Mean absolute error

.. autoclass:: MAEMetric
    :members:

Root mean squared error

.. autoclass:: RMSEMetric
    :members:

Peak signal to noise ratio

.. autoclass:: PSNRMetric
    :members:

Cumulative average

.. autoclass:: CumulativeAverage
    :members:

Utilities

.. automodule:: monai.metrics.utils
  :members: