Skip to content

Latest commit

 

History

History
182 lines (136 loc) · 3.34 KB

metrics.rst

File metadata and controls

182 lines (136 loc) · 3.34 KB
Raw
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:

Variance

.. autofunction:: compute_variance


.. autoclass:: VarianceMetric
    :members:

LabelQualityScore

.. autofunction:: label_quality_score


.. autoclass:: LabelQualityScore
    :members:

IterationMetric

.. autoclass:: IterationMetric
    :members:

Cumulative

.. autoclass:: Cumulative
    :members:

CumulativeIterationMetric

.. autoclass:: CumulativeIterationMetric
    :members:

LossMetric

.. autoclass:: LossMetric
    :members:

Mean Dice

.. autoclass:: DiceMetric
    :members:


.. autoclass:: DiceHelper
    :members:

Mean IoU

.. autofunction:: compute_iou


.. autoclass:: MeanIoU
    :members:

Generalized Dice Score

.. autofunction:: compute_generalized_dice


.. autoclass:: GeneralizedDiceScore
    :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:

PanopticQualityMetric

.. autofunction:: compute_panoptic_quality


.. autoclass:: PanopticQualityMetric
    :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:

Structural similarity index measure

.. autoclass:: monai.metrics.regression.SSIMMetric

Multi-scale structural similarity index measure

.. autoclass:: MultiScaleSSIMMetric

Fréchet Inception Distance

.. autofunction:: compute_frechet_distance


.. autoclass:: FIDMetric
    :members:

Maximum Mean Discrepancy

.. autofunction:: compute_mmd


.. autoclass:: MMDMetric
    :members:

Cumulative average

.. autoclass:: CumulativeAverage
    :members:

Metrics reloaded binary

.. autoclass:: MetricsReloadedBinary
    :members:

Metrics reloaded categorical

.. autoclass:: MetricsReloadedCategorical
    :members:

Utilities

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