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deepinv.datasets
ImageDataset
ImageFolder
TensorDataset
check_dataset
HDF5Dataset
generate_dataset
DIV2K
Urban100HR
Set14HR
CBSD68
FastMRISliceDataset
SimpleFastMRISliceDataset
CMRxReconSliceDataset
SKMTEASliceDataset
LidcIdriSliceDataset
Flickr2kHR
LsdirHR
FMD
Kohler
NBUDataset
PatchDataset
PlaceholderDataset
Rescale
ToComplex
Crop
MRISliceTransform
deepinv.loss
Loss
StackedPhysicsLoss
SupLoss
MCLoss
EILoss
MOILoss
MOEILoss
Neighbor2Neighbor
SplittingLoss
SureGaussianLoss
SurePoissonLoss
SurePGLoss
TVLoss
R2RLoss
ScoreLoss
AugmentConsistencyLoss
WeightedSplittingLoss
RobustSplittingLoss
Phase2PhaseLoss
Artifact2ArtifactLoss
ENSURELoss
DiscriminatorMetric
GeneratorLoss
DiscriminatorLoss
SupAdversarialGeneratorLoss
SupAdversarialDiscriminatorLoss
UnsupAdversarialGeneratorLoss
UnsupAdversarialDiscriminatorLoss
UAIRGeneratorLoss
JacobianSpectralNorm
FNEJacobianSpectralNorm
BaseLossScheduler
RandomLossScheduler
InterleavedLossScheduler
InterleavedEpochLossScheduler
StepLossScheduler
deepinv.models
Denoiser
Reconstructor
BM3D
MedianFilter
TVDenoiser
TGVDenoiser
WaveletDenoiser
WaveletDictDenoiser
EPLLDenoiser
AutoEncoder
UNet
DnCNN
DRUNet
SCUNet
GSDRUNet
SwinIR
DiffUNet
Restormer
ICNN
VarNet
MoDL
PanNet
ADMUNet
NCSNpp
DScCP
RAM
ArtifactRemoval
EquivariantDenoiser
TimeAgnosticNet
TimeAveragingNet
Client
to_complex_denoiser
DeepImagePrior
ConvDecoder
PatchGANDiscriminator
ESRGANDiscriminator
DCGANGenerator
DCGANDiscriminator
CSGMGenerator
deepinv.metric
Metric
MSE
NMSE
MAE
PSNR
SSIM
L1L2
LpNorm
LPIPS
SpectralAngleMapper
ERGAS
HaarPSI
NIQE
QNR
deepinv.optim
optim_builder
BaseOptim
Potential
DataFidelity
StackedPhysicsDataFidelity
L1
L2
IndicatorL2
PoissonLikelihood
LogPoissonLikelihood
AmplitudeLoss
ZeroFidelity
Prior
PnP
RED
ScorePrior
Tikhonov
L1Prior
WaveletPrior
TVPrior
PatchPrior
PatchNR
L12Prior
DPIR
EPLL
Bregman
BregmanL2
BurgEntropy
NegEntropy
Bregman_ICNN
Distance
L2Distance
IndicatorL2Distance
PoissonLikelihoodDistance
L1Distance
AmplitudeLossDistance
LogPoissonLikelihoodDistance
ZeroDistance
FixedPoint
OptimIterator
fStep
gStep
GDIteration
PGDIteration
FISTAIteration
CPIteration
ADMMIteration
DRSIteration
HQSIteration
MDIteration
SMIteration
least_squares
lsqr
bicgstab
minres
conjugate_gradient
gradient_descent
correct_global_phase
spectral_methods
GaussianMixtureModel
deepinv.physics
Physics
LinearPhysics
DecomposablePhysics
StackedPhysics
StackedLinearPhysics
PhysicsMultiScaler
LinearPhysicsMultiScaler
PhysicsCropper
NoiseModel
Denoising
Inpainting
Decolorize
Demosaicing
Blur
BlurFFT
SpaceVaryingBlur
Downsampling
Upsampling
DownsamplingMatlab
MRI
DynamicMRI
MultiCoilMRI
SequentialMRI
Tomography
TomographyWithAstra
Pansharpen
CompressiveSpectralImaging
HyperSpectralUnmixing
CompressedSensing
StructuredRandom
SinglePixelCamera
RadioInterferometry
SinglePhotonLidar
Haze
PhaseRetrieval
RandomPhaseRetrieval
StructuredRandomPhaseRetrieval
Ptychography
PtychographyLinearOperator
PhysicsGenerator
GeneratorMixture
BernoulliSplittingMaskGenerator
GaussianSplittingMaskGenerator
MultiplicativeSplittingMaskGenerator
Phase2PhaseSplittingMaskGenerator
Artifact2ArtifactSplittingMaskGenerator
PSFGenerator
MotionBlurGenerator
DownsamplingGenerator
DiffractionBlurGenerator
DiffractionBlurGenerator3D
ProductConvolutionBlurGenerator
ConfocalBlurGenerator3D
BaseMaskGenerator
GaussianMaskGenerator
RandomMaskGenerator
EquispacedMaskGenerator
PolyOrderMaskGenerator
gaussian_blur
bilinear_filter
bicubic_filter
sinc_filter
build_probe
generate_shifts
NoiseModel
ZeroNoise
GaussianNoise
LogPoissonNoise
PoissonNoise
PoissonGaussianNoise
UniformNoise
UniformGaussianNoise
GammaNoise
SaltPepperNoise
SigmaGenerator
GainGenerator
adjoint_function
stack
conv2d
conv_transpose2d
conv2d_fft
conv_transpose2d_fft
conv3d_fft
conv_transpose3d_fft
product_convolution2d
multiplier
multiplier_adjoint
histogramdd
histogram
dst1
imresize_matlab
Radon
IRadon
XrayTransform
deepinv.sampling
BaseSDE
DiffusionSDE
VarianceExplodingDiffusion
VariancePreservingDiffusion
PosteriorDiffusion
NoisyDataFidelity
DPSDataFidelity
BaseSDESolver
EulerSolver
HeunSolver
SDEOutput
DDRM
DiffPIR
DPS
DiffusionSampler
sampling_builder
BaseSampling
ULA
SKRock
SamplingIterator
SKRockIterator
ULAIterator
DiffusionIterator
deepinv.transform
Transform
Rotate
Shift
Scale
Reflect
Identity
Homography
Euclidean
Similarity
Affine
PanTiltRotate
CPABDiffeomorphism
ShiftTime
RandomNoise
RandomPhaseError
deepinv.training
Trainer
train
test
AdversarialTrainer
AdversarialOptimizer
deepinv.unfolded
unfolded_builder
BaseUnfold
DEQ_builder
BaseDEQ
PDNet_PrimalBlock
PDNet_DualBlock
deepinv.utils
plot
plot_curves
plot_parameters
plot_inset
plot_videos
save_videos
plot_ortho3D
disable_tex
enable_tex
deepinv.utils.TensorList
zeros_like
ones_like
randn_like
rand_like
AverageMeter
ProgressMeter
get_timestamp
MRIMixin
TimeMixin
get_freer_gpu
get_data_home
get_image_url
get_degradation_url
load_url_image
load_example
download_example
load_image
load_dataset
load_degradation
load_torch_url
load_np_url
dirac_like
API
deepinv.utils
enable_tex
enable_tex
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