losses.rst

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

Loss functions

Segmentation Losses

.. automodule:: monai.losses

.. currentmodule:: monai.losses

DiceLoss

.. autoclass:: DiceLoss
    :members:

.. autoclass:: Dice
    :members:

.. autoclass:: dice
    :members:

MaskedDiceLoss

.. autoclass:: MaskedDiceLoss
    :members:

GeneralizedDiceLoss

.. autoclass:: GeneralizedDiceLoss
    :members:

.. autoclass:: generalized_dice
    :members:

GeneralizedWassersteinDiceLoss

.. autoclass:: GeneralizedWassersteinDiceLoss
    :members:

.. autoclass:: generalized_wasserstein_dice
    :members:

DiceCELoss

.. autoclass:: DiceCELoss
    :members:

DiceFocalLoss

.. autoclass:: DiceFocalLoss
    :members:

GeneralizedDiceFocalLoss

.. autoclass:: GeneralizedDiceFocalLoss
    :members:

FocalLoss

.. autoclass:: FocalLoss
    :members:

TverskyLoss

.. autoclass:: TverskyLoss
    :members:

ContrastiveLoss

.. autoclass:: ContrastiveLoss
    :members:

BarlowTwinsLoss

.. autoclass:: BarlowTwinsLoss
    :members:

HausdorffDTLoss

.. autoclass:: HausdorffDTLoss
    :members:

SoftclDiceLoss

.. autoclass:: SoftclDiceLoss
    :members:

SoftDiceclDiceLoss

.. autoclass:: SoftDiceclDiceLoss
    :members:

Registration Losses

BendingEnergyLoss

.. autoclass:: BendingEnergyLoss
    :members:

DiffusionLoss

.. autoclass:: DiffusionLoss
    :members:

LocalNormalizedCrossCorrelationLoss

.. autoclass:: LocalNormalizedCrossCorrelationLoss
    :members:

GlobalMutualInformationLoss

.. autoclass:: GlobalMutualInformationLoss
    :members:

Reconstruction Losses

SSIMLoss

.. autoclass:: monai.losses.ssim_loss.SSIMLoss
    :members:

PatchAdversarialLoss

.. autoclass:: PatchAdversarialLoss
    :members:

PerceptualLoss

.. autoclass:: PerceptualLoss
    :members:

JukeboxLoss

.. autoclass:: JukeboxLoss
    :members:

SURELoss

.. autoclass:: SURELoss
    :members:

Loss Wrappers

MultiScaleLoss

.. autoclass:: MultiScaleLoss
    :members:

MaskedLoss

.. autoclass:: MaskedLoss
    :members:

DeepSupervisionLoss

.. autoclass:: DeepSupervisionLoss
    :members: