MIR.modelsΒΆ

Model zoo and configuration helpers for MIR registration pipelines.

Modules

Deformable_Swin_Transformer

Deformable Swin Transformer backbone for 3D registration.

Deformable_Swin_Transformer_v2

Deformable Swin Transformer v2 backbone for 3D registration.

FourierNet(*args, **kwargs)

MIR-callable 3-D Fourier-Net registration model.

HyperMorph

HyperMorph: hyperparameter-conditioned VoxelMorph.

HyperTransMorph

Hyper-TransMorph: TransMorph conditioned on a regularization hyperparameter.

HyperVFA(*args, **kwargs)

Hyperparameter-conditioned VFA model.

LessNet(*args, **kwargs)

MIR-callable LessNet registration model.

MultiMorph

MultiMorph group-wise registration model for on-demand atlas construction.

SITReg

Segmentation_Heads

Segmentation heads and decoder blocks for volumetric models.

Selfsupervised_Learning_Heads

Self-supervised learning heads for registration models.

Swin_Transformer

Swin Transformer backbone for 3D medical image registration.

Synthesis_Heads

Synthesis heads for image reconstruction from features.

TransMorph(*args, **kwargs)

TransMorph model.

TransMorphLDDMM(*args, **kwargs)

TransMorph with an LDDMM (time-varying velocity field) transformation model.

TransVFA(*args, **kwargs)

TransVFA model for image registration.

VFA(*args, **kwargs)

VFA model for image registration.

VoxelMorph

VoxelMorph: U-Net based deformable registration network.

affine_reg

3D affine registration module using MIR SpatialTransformer.

atlas_builder

Deformable template (atlas) construction: a template-creation wrapper and a running-mean flow stream.

configs_FourierNet

Configuration presets for Fourier-Net models.

configs_LessNet

Configuration presets for LessNet models.

configs_TransMorph

Configuration presets for TransMorph models.

configs_VFA

Configuration presets for VFA models.

configs_VoxelMorph

Configuration presets for VoxelMorph models.

convexAdam

ConvexAdam registration wrappers and configuration presets.

lddmm

Model-agnostic LDDMM (time-varying velocity field) components for MIR.

registration_utils

Model-level registration utilities (transformers and geometry).