pymic.loss package
Subpackages
- pymic.loss.cls package
- pymic.loss.seg package
- Submodules
- pymic.loss.seg.abstract module
- pymic.loss.seg.ce module
- pymic.loss.seg.combined module
- pymic.loss.seg.deep_sup module
- pymic.loss.seg.dice module
- pymic.loss.seg.exp_log module
- pymic.loss.seg.gatedcrf module
- pymic.loss.seg.mse module
- pymic.loss.seg.mumford_shah module
- pymic.loss.seg.slsr module
- pymic.loss.seg.ssl module
- pymic.loss.seg.util module
- Module contents
Submodules
pymic.loss.loss_dict_cls module
Built-in loss functions for classification.
CrossEntropyLoss
pymic.loss.cls.basic.CrossEntropyLoss
SigmoidCELoss
pymic.loss.cls.basic.SigmoidCELoss
L1Loss
pymic.loss.cls.basic.L1Loss
MSELoss
pymic.loss.cls.basic.MSELoss
NLLLoss
pymic.loss.cls.basic.NLLLoss
pymic.loss.loss_dict_seg module
Built-in loss functions for segmentation. The following are for fully supervised learning, or learnig from noisy labels:
CrossEntropyLoss
pymic.loss.seg.ce.CrossEntropyLoss
GeneralizedCELoss
pymic.loss.seg.ce.GeneralizedCELoss
DiceLoss
pymic.loss.seg.dice.DiceLoss
FocalDiceLoss
pymic.loss.seg.dice.FocalDiceLoss
NoiseRobustDiceLoss
pymic.loss.seg.dice.NoiseRobustDiceLoss
ExpLogLoss
pymic.loss.seg.exp_log.ExpLogLoss
MAELoss
pymic.loss.seg.mse.MAELoss
MSELoss
pymic.loss.seg.mse.MSELoss
SLSRLoss
pymic.loss.seg.slsr.SLSRLoss
The following are for semi-supervised or weakly supervised learning:
EntropyLoss
pymic.loss.seg.ssl.EntropyLoss
GatedCRFLoss:
pymic.loss.seg.gatedcrf.GatedCRFLoss
MumfordShahLoss
pymic.loss.seg.mumford_shah.MumfordShahLoss
TotalVariationLoss
pymic.loss.seg.ssl.TotalVariationLoss