Index

_

__init__() (dival.data.DataPairs method) (dival.DataPairs method) (dival.Dataset method) (dival.datasets.angle_subset_dataset.AngleSubsetDataset method) (dival.datasets.AngleSubsetDataset method) (dival.datasets.cached_dataset.CachedDataset method) (dival.datasets.CachedDataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) (dival.datasets.dataset.GroundTruthDataset method) (dival.datasets.dataset.ObservationGroundTruthPairDataset method) (dival.datasets.ellipses_dataset.EllipsesDataset method) (dival.datasets.EllipsesDataset method) (dival.datasets.fbp_dataset.FBPDataset method) (dival.datasets.FBPDataset method) (dival.datasets.GroundTruthDataset method) (dival.datasets.lodopab_dataset.LoDoPaBDataset method) (dival.datasets.LoDoPaBDataset method) (dival.datasets.ObservationGroundTruthPairDataset method) (dival.datasets.reordered_dataset.ReorderedDataset method) (dival.datasets.ReorderedDataset method) (dival.evaluation.ResultTable method) (dival.evaluation.TaskTable method) (dival.IterativeReconstructor method) (dival.Measure method) (dival.measure.Measure method) (dival.measure.PSNRMeasure method) (dival.measure.SSIMMeasure method) (dival.Reconstructor method) (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor method) (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor method) (dival.reconstructors.FunctionReconstructor method) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor method) (dival.reconstructors.IterativeReconstructor method) (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor method) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor method) (dival.reconstructors.networks.iradonmap.IRadonMap method) (dival.reconstructors.networks.iradonmap.LearnedBackprojection method) (dival.reconstructors.networks.iterative.IterativeBlock method) (dival.reconstructors.networks.iterative.IterativeNet method) (dival.reconstructors.networks.iterative.PrimalDualNet method) (dival.reconstructors.networks.unet.Concat method) (dival.reconstructors.networks.unet.DownBlock method) (dival.reconstructors.networks.unet.InBlock method) (dival.reconstructors.networks.unet.OutBlock method) (dival.reconstructors.networks.unet.UNet method) (dival.reconstructors.networks.unet.UpBlock method) (dival.reconstructors.odl_reconstructors.ADMMReconstructor method) (dival.reconstructors.odl_reconstructors.BFGSReconstructor method) (dival.reconstructors.odl_reconstructors.CGReconstructor method) (dival.reconstructors.odl_reconstructors.DouglasRachfordReconstructor method) (dival.reconstructors.odl_reconstructors.FBPReconstructor method) (dival.reconstructors.odl_reconstructors.ForwardBackwardReconstructor method) (dival.reconstructors.odl_reconstructors.GaussNewtonReconstructor method) (dival.reconstructors.odl_reconstructors.ISTAReconstructor method) (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor method) (dival.reconstructors.odl_reconstructors.LandweberReconstructor method) (dival.reconstructors.odl_reconstructors.MLEMReconstructor method) (dival.reconstructors.odl_reconstructors.PDHGReconstructor method) (dival.reconstructors.Reconstructor method) (dival.reconstructors.reconstructor.FunctionReconstructor method) (dival.reconstructors.reconstructor.IterativeReconstructor method) (dival.reconstructors.reconstructor.Reconstructor method) (dival.reconstructors.reconstructor.StandardIterativeReconstructor method) (dival.reconstructors.regression_reconstructors.LinRegReconstructor method) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method) (dival.reconstructors.StandardIterativeReconstructor method) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor method) (dival.StandardIterativeReconstructor method) (dival.TaskTable method) (dival.util.odl_utility.CallbackStore method) (dival.util.odl_utility.CallbackStoreAfter method) (dival.util.odl_utility.NoiseOperator method) (dival.util.odl_utility.RayBackProjection method) (dival.util.odl_utility.ResizeOperator method) (dival.util.std_out_err_redirect_tqdm.DummyTqdmFile method) (dival.util.torch_utility.GeneratorTorchDataset method) (dival.util.torch_utility.RandomAccessTorchDataset method) (dival.util.torch_utility.TorchRayTrafoParallel2DAdjointModule method) (dival.util.torch_utility.TorchRayTrafoParallel2DModule method)

A

accelerated (dival.reconstructors.odl_reconstructors.ISTAReconstructor attribute) adjoint (dival.util.odl_utility.RayBackProjection property) ADMMReconstructor (class in dival.reconstructors.odl_reconstructors) AngleSubsetDataset (class in dival.datasets) (class in dival.datasets.angle_subset_dataset) append() (dival.evaluation.TaskTable method) (dival.TaskTable method) append_all_combinations() (dival.evaluation.TaskTable method) (dival.TaskTable method)

apply() (dival.Measure method) (dival.measure.L2Measure method) (dival.measure.Measure method) (dival.measure.MSEMeasure method) (dival.measure.PSNRMeasure method) (dival.measure.SSIMMeasure method) apply_measures() (dival.evaluation.ResultTable method) apply_noise() (in module dival.util.odl_utility) as_operator_for_fixed_ground_truth() (dival.Measure method) (dival.measure.Measure method)

B

batch_norm (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) batch_size (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor property) (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property)

BFGSReconstructor (class in dival.reconstructors.odl_reconstructors)

C

CachedDataset (class in dival.datasets) (class in dival.datasets.cached_dataset) calc_coord_mat() (dival.reconstructors.networks.iradonmap.LearnedBackprojection method) callback (dival.IterativeReconstructor attribute) (dival.reconstructors.IterativeReconstructor attribute) (dival.reconstructors.odl_reconstructors.ADMMReconstructor attribute) (dival.reconstructors.odl_reconstructors.BFGSReconstructor attribute) (dival.reconstructors.odl_reconstructors.CGReconstructor attribute) (dival.reconstructors.odl_reconstructors.DouglasRachfordReconstructor attribute) (dival.reconstructors.odl_reconstructors.ForwardBackwardReconstructor attribute) (dival.reconstructors.odl_reconstructors.GaussNewtonReconstructor attribute) (dival.reconstructors.odl_reconstructors.ISTAReconstructor attribute) (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor attribute) (dival.reconstructors.odl_reconstructors.LandweberReconstructor attribute) (dival.reconstructors.odl_reconstructors.MLEMReconstructor attribute) (dival.reconstructors.odl_reconstructors.PDHGReconstructor attribute) (dival.reconstructors.reconstructor.IterativeReconstructor attribute) (dival.reconstructors.reconstructor.StandardIterativeReconstructor attribute) (dival.reconstructors.StandardIterativeReconstructor attribute) (dival.StandardIterativeReconstructor attribute) callback_loop (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor attribute) CallbackStore (class in dival.util.odl_utility)

CallbackStoreAfter (class in dival.util.odl_utility) CGReconstructor (class in dival.reconstructors.odl_reconstructors) channels (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) check_for_hyper_params() (in module dival.reference_reconstructors) check_for_lodopab() (dival.datasets.lodopab_dataset.LoDoPaBDataset static method) (dival.datasets.LoDoPaBDataset static method) check_for_params() (in module dival.reference_reconstructors) compute_md5sum() (in module dival.util.download) Concat (class in dival.reconstructors.networks.unet) CONFIG (in module dival.config) CONFIG_FILENAME (in module dival.config) CONFIGURATIONS (in module dival.reference_reconstructors) construct_reconstructor() (in module dival.reference_reconstructors) create_keras_generator() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) create_pair_dataset() (dival.datasets.dataset.GroundTruthDataset method) (dival.datasets.GroundTruthDataset method) create_torch_dataset() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method)

D

data_range (dival.measure.PSNRMeasure attribute) DataPairs (class in dival) (class in dival.data) Dataset (class in dival) (class in dival.datasets) (class in dival.datasets.dataset) DATASETS (in module dival.reference_reconstructors) DeepImagePriorCTReconstructor (class in dival.reconstructors.dip_ct_reconstructor) description (dival.Measure attribute), [1] (dival.measure.L2Measure attribute) (dival.measure.Measure attribute), [1] (dival.measure.MSEMeasure attribute) (dival.measure.PSNRMeasure attribute) (dival.measure.SSIMMeasure attribute) dival module dival.config module dival.data module dival.datasets module dival.datasets.angle_subset_dataset module dival.datasets.cached_dataset module dival.datasets.dataset module dival.datasets.ellipses_dataset module dival.datasets.fbp_dataset module dival.datasets.lodopab_dataset module dival.datasets.reordered_dataset module dival.datasets.standard module dival.evaluation module dival.hyper_param_search module dival.measure module dival.reconstructors module dival.reconstructors.dip_ct_reconstructor module dival.reconstructors.fbpunet_reconstructor module dival.reconstructors.iradonmap_reconstructor module dival.reconstructors.learnedgd_reconstructor module

dival.reconstructors.learnedpd_reconstructor module dival.reconstructors.networks module dival.reconstructors.networks.iradonmap module dival.reconstructors.networks.iterative module dival.reconstructors.networks.unet module dival.reconstructors.odl_reconstructors module dival.reconstructors.reconstructor module dival.reconstructors.regression_reconstructors module dival.reconstructors.standard_learned_reconstructor module dival.reconstructors.tvadam_ct_reconstructor module dival.reference_reconstructors module dival.util module dival.util.constants module dival.util.download module dival.util.input module dival.util.odl_noise_random_state module dival.util.odl_utility module dival.util.plot module dival.util.std_out_err_redirect_tqdm module dival.util.torch_losses module dival.util.torch_utility module dival.util.zenodo_download module dival.version module DouglasRachfordReconstructor (class in dival.reconstructors.odl_reconstructors) DownBlock (class in dival.reconstructors.networks.unet) download_file() (in module dival.util.download) download_hyper_params() (in module dival.reference_reconstructors) download_lodopab() (in module dival.datasets.lodopab_dataset) download_params() (in module dival.reference_reconstructors) download_zenodo_record() (in module dival.util.zenodo_download) DummyTqdmFile (class in dival.util.std_out_err_redirect_tqdm)

E

EllipsesDataset (class in dival.datasets) (class in dival.datasets.ellipses_dataset) epochs (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor property) (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property)

eval() (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method)

F

fbp_op (dival.reconstructors.odl_reconstructors.FBPReconstructor attribute) FBPDataset (class in dival.datasets) (class in dival.datasets.fbp_dataset) FBPReconstructor (class in dival.reconstructors.odl_reconstructors) FBPUNetReconstructor (class in dival.reconstructors.fbpunet_reconstructor) file (dival.util.std_out_err_redirect_tqdm.DummyTqdmFile attribute) filter_type (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.odl_reconstructors.FBPReconstructor property) flush() (dival.util.std_out_err_redirect_tqdm.DummyTqdmFile method) forward() (dival.reconstructors.networks.iradonmap.IRadonMap method) (dival.reconstructors.networks.iradonmap.LearnedBackprojection method) (dival.reconstructors.networks.iterative.IterativeBlock method) (dival.reconstructors.networks.iterative.IterativeNet method) (dival.reconstructors.networks.iterative.PrimalDualNet method) (dival.reconstructors.networks.unet.Concat method) (dival.reconstructors.networks.unet.DownBlock method) (dival.reconstructors.networks.unet.InBlock method) (dival.reconstructors.networks.unet.OutBlock method) (dival.reconstructors.networks.unet.UNet method) (dival.reconstructors.networks.unet.UpBlock method) (dival.util.torch_utility.TorchRayTrafoParallel2DAdjointModule method) (dival.util.torch_utility.TorchRayTrafoParallel2DModule method)

ForwardBackwardReconstructor (class in dival.reconstructors.odl_reconstructors) frequency_scaling (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.odl_reconstructors.FBPReconstructor property) fully_learned (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor property) fun_args (dival.reconstructors.FunctionReconstructor attribute) (dival.reconstructors.reconstructor.FunctionReconstructor attribute) fun_kwargs (dival.reconstructors.FunctionReconstructor attribute) (dival.reconstructors.reconstructor.FunctionReconstructor attribute) function (dival.reconstructors.FunctionReconstructor attribute) (dival.reconstructors.reconstructor.FunctionReconstructor attribute) FunctionReconstructor (class in dival.reconstructors) (class in dival.reconstructors.reconstructor)

G

gamma (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.odl_reconstructors.ISTAReconstructor attribute) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor property) GaussNewtonReconstructor (class in dival.reconstructors.odl_reconstructors) gen_unique_name() (in module dival.measure) generate() (dival.util.torch_utility.GeneratorTorchDataset method) generate_cache_files() (in module dival.datasets) (in module dival.datasets.cached_dataset) generate_fbp_cache_files() (in module dival.datasets.fbp_dataset) generator() (dival.Dataset method) (dival.datasets.angle_subset_dataset.AngleSubsetDataset method) (dival.datasets.AngleSubsetDataset method) (dival.datasets.cached_dataset.CachedDataset method) (dival.datasets.CachedDataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) (dival.datasets.dataset.ObservationGroundTruthPairDataset method) (dival.datasets.ellipses_dataset.EllipsesDataset method) (dival.datasets.EllipsesDataset method) (dival.datasets.fbp_dataset.FBPDataset method) (dival.datasets.FBPDataset method) (dival.datasets.lodopab_dataset.LoDoPaBDataset method) (dival.datasets.LoDoPaBDataset method) (dival.datasets.ObservationGroundTruthPairDataset method) GeneratorTorchDataset (class in dival.util.torch_utility) geometry (dival.util.odl_utility.RayBackProjection property) get_activation() (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor method) get_angle_subset_dataset() (in module dival.datasets.angle_subset_dataset) get_by_short_name() (dival.Measure class method) (dival.measure.Measure class method) get_cached_fbp_dataset() (in module dival.datasets.fbp_dataset) get_config() (in module dival) (in module dival.config) get_data_pairs() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_data_pairs_per_index() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_hyper_params_path() (in module dival.reference_reconstructors) get_idx_sorted_by_patient() (dival.datasets.lodopab_dataset.LoDoPaBDataset static method) (dival.datasets.LoDoPaBDataset static method) get_indices_for_patient() (dival.datasets.lodopab_dataset.LoDoPaBDataset method) (dival.datasets.LoDoPaBDataset method) get_iradonmap_model() (in module dival.reconstructors.networks.iradonmap) get_len() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_num_elements_per_sample() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_num_patients() (dival.datasets.lodopab_dataset.LoDoPaBDataset static method) (dival.datasets.LoDoPaBDataset static method) get_params_path() (in module dival.reference_reconstructors) get_patient_ids() (dival.datasets.lodopab_dataset.LoDoPaBDataset static method) (dival.datasets.LoDoPaBDataset static method) get_ray_trafo() (dival.datasets.angle_subset_dataset.AngleSubsetDataset method) (dival.datasets.AngleSubsetDataset method) (dival.datasets.lodopab_dataset.LoDoPaBDataset method) (dival.datasets.LoDoPaBDataset method)

get_reference_reconstructor() (in module dival) (in module dival.reference_reconstructors) get_sample() (dival.Dataset method) (dival.datasets.angle_subset_dataset.AngleSubsetDataset method) (dival.datasets.AngleSubsetDataset method) (dival.datasets.cached_dataset.CachedDataset method) (dival.datasets.CachedDataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) (dival.datasets.fbp_dataset.FBPDataset method) (dival.datasets.FBPDataset method) (dival.datasets.lodopab_dataset.LoDoPaBDataset method) (dival.datasets.LoDoPaBDataset method) (dival.datasets.reordered_dataset.ReorderedDataset method) (dival.datasets.ReorderedDataset method) get_samples() (dival.Dataset method) (dival.datasets.angle_subset_dataset.AngleSubsetDataset method) (dival.datasets.AngleSubsetDataset method) (dival.datasets.cached_dataset.CachedDataset method) (dival.datasets.CachedDataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) (dival.datasets.fbp_dataset.FBPDataset method) (dival.datasets.FBPDataset method) (dival.datasets.lodopab_dataset.LoDoPaBDataset method) (dival.datasets.LoDoPaBDataset method) get_shape() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_standard_dataset() (in module dival) (in module dival.datasets) (in module dival.datasets.standard) get_test_generator() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_test_len() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_torch_ray_trafo_parallel_2d() (in module dival.util.torch_utility) get_torch_ray_trafo_parallel_2d_adjoint() (in module dival.util.torch_utility) get_train_generator() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_train_len() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_unet_model() (in module dival.reconstructors.networks.unet) get_validation_generator() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) get_validation_len() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method) ground_truth (dival.data.DataPairs attribute) (dival.DataPairs attribute) GroundTruthDataset (class in dival.datasets) (class in dival.datasets.dataset)

H

HYPER_PARAMS (dival.IterativeReconstructor attribute) (dival.Reconstructor attribute) hyper_params (dival.Reconstructor attribute) HYPER_PARAMS (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor attribute) (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor attribute) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor attribute) (dival.reconstructors.IterativeReconstructor attribute) (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor attribute) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor attribute) (dival.reconstructors.odl_reconstructors.FBPReconstructor attribute) (dival.reconstructors.Reconstructor attribute)

hyper_params (dival.reconstructors.Reconstructor attribute) HYPER_PARAMS (dival.reconstructors.reconstructor.IterativeReconstructor attribute) (dival.reconstructors.reconstructor.Reconstructor attribute) hyper_params (dival.reconstructors.reconstructor.Reconstructor attribute) HYPER_PARAMS (dival.reconstructors.regression_reconstructors.LinRegReconstructor attribute) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor attribute) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor attribute)

I

InBlock (class in dival.reconstructors.networks.unet) init_bias_zero (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) init_fbp (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) init_filter_type (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor property) init_frequency_scaling (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor property) init_model() (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor method) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor method) (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor method) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor method) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method) init_optimizer() (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor method) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method) init_scheduler() (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor method) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor method) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method) init_transform() (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method) init_weight_gain (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) init_weight_xavier_normal (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) input_yes_no() (in module dival.util.input) internal_ch (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property)

IRadonMap (class in dival.reconstructors.networks.iradonmap) IRadonMapReconstructor (class in dival.reconstructors.iradonmap_reconstructor) ISTAReconstructor (class in dival.reconstructors.odl_reconstructors) iterations (dival.IterativeReconstructor property) (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.IterativeReconstructor property) (dival.reconstructors.odl_reconstructors.ADMMReconstructor property) (dival.reconstructors.odl_reconstructors.BFGSReconstructor property) (dival.reconstructors.odl_reconstructors.CGReconstructor property) (dival.reconstructors.odl_reconstructors.DouglasRachfordReconstructor property) (dival.reconstructors.odl_reconstructors.ForwardBackwardReconstructor property) (dival.reconstructors.odl_reconstructors.GaussNewtonReconstructor property) (dival.reconstructors.odl_reconstructors.ISTAReconstructor property) (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor property) (dival.reconstructors.odl_reconstructors.LandweberReconstructor property) (dival.reconstructors.odl_reconstructors.MLEMReconstructor property) (dival.reconstructors.odl_reconstructors.PDHGReconstructor property) (dival.reconstructors.reconstructor.IterativeReconstructor property) (dival.reconstructors.reconstructor.StandardIterativeReconstructor property) (dival.reconstructors.StandardIterativeReconstructor property) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor property) (dival.StandardIterativeReconstructor property) IterativeBlock (class in dival.reconstructors.networks.iterative) IterativeNet (class in dival.reconstructors.networks.iterative) IterativeReconstructor (class in dival) (class in dival.reconstructors) (class in dival.reconstructors.reconstructor)

K

KaczmarzReconstructor (class in dival.reconstructors.odl_reconstructors)

kernel_size (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property)

L

l2_regularization (dival.reconstructors.regression_reconstructors.LinRegReconstructor property) L2Measure (class in dival.measure) lam (dival.reconstructors.odl_reconstructors.ADMMReconstructor attribute) (dival.reconstructors.odl_reconstructors.BFGSReconstructor attribute) (dival.reconstructors.odl_reconstructors.DouglasRachfordReconstructor attribute) (dival.reconstructors.odl_reconstructors.ForwardBackwardReconstructor attribute) (dival.reconstructors.odl_reconstructors.ISTAReconstructor attribute) (dival.reconstructors.odl_reconstructors.PDHGReconstructor attribute) LandweberReconstructor (class in dival.reconstructors.odl_reconstructors) LearnedBackprojection (class in dival.reconstructors.networks.iradonmap) LearnedGDReconstructor (class in dival.reconstructors.learnedgd_reconstructor) LearnedPDReconstructor (class in dival.reconstructors.learnedpd_reconstructor) LearnedReconstructor (class in dival) (class in dival.reconstructors) (class in dival.reconstructors.reconstructor) LinRegReconstructor (class in dival.reconstructors.regression_reconstructors) load_hyper_params() (dival.Reconstructor method) (dival.reconstructors.Reconstructor method) (dival.reconstructors.reconstructor.Reconstructor method) load_learned_params() (dival.LearnedReconstructor method) (dival.reconstructors.LearnedReconstructor method) (dival.reconstructors.reconstructor.LearnedReconstructor method) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method)

load_params() (dival.LearnedReconstructor method) (dival.Reconstructor method) (dival.reconstructors.LearnedReconstructor method) (dival.reconstructors.Reconstructor method) (dival.reconstructors.reconstructor.LearnedReconstructor method) (dival.reconstructors.reconstructor.Reconstructor method) (dival.reconstructors.regression_reconstructors.LinRegReconstructor method) load_state_dict_convert_data_parallel() (in module dival.util.torch_utility) LoDoPaBDataset (class in dival.datasets) (class in dival.datasets.lodopab_dataset) loss_function (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor property) lr (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor property) (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor property) lr_min (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) lr_time_decay_rate (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) lrelu_coeff (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property)

M

Measure (class in dival) (class in dival.measure) measure_dict (dival.Measure attribute) (dival.measure.Measure attribute) measure_type (dival.Measure attribute), [1] (dival.measure.L2Measure attribute) (dival.measure.Measure attribute), [1] (dival.measure.MSEMeasure attribute) (dival.measure.PSNRMeasure attribute) (dival.measure.SSIMMeasure attribute) MLEMReconstructor (class in dival.reconstructors.odl_reconstructors) model (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor attribute) module dival dival.config dival.data dival.datasets dival.datasets.angle_subset_dataset dival.datasets.cached_dataset dival.datasets.dataset dival.datasets.ellipses_dataset dival.datasets.fbp_dataset dival.datasets.lodopab_dataset dival.datasets.reordered_dataset dival.datasets.standard dival.evaluation dival.hyper_param_search dival.measure dival.reconstructors dival.reconstructors.dip_ct_reconstructor dival.reconstructors.fbpunet_reconstructor dival.reconstructors.iradonmap_reconstructor dival.reconstructors.learnedgd_reconstructor dival.reconstructors.learnedpd_reconstructor dival.reconstructors.networks dival.reconstructors.networks.iradonmap dival.reconstructors.networks.iterative dival.reconstructors.networks.unet dival.reconstructors.odl_reconstructors dival.reconstructors.reconstructor dival.reconstructors.regression_reconstructors dival.reconstructors.standard_learned_reconstructor dival.reconstructors.tvadam_ct_reconstructor dival.reference_reconstructors dival.util dival.util.constants dival.util.download dival.util.input dival.util.odl_noise_random_state dival.util.odl_utility dival.util.plot dival.util.std_out_err_redirect_tqdm dival.util.torch_losses dival.util.torch_utility dival.util.zenodo_download dival.version

MSE (in module dival.measure) MSEMeasure (class in dival.measure) MU_AIR (in module dival.util.constants) mu_max (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor property) MU_MAX (in module dival.util.constants) MU_WATER (in module dival.util.constants)

N

name (dival.evaluation.TaskTable attribute) (dival.Measure attribute), [1] (dival.measure.L2Measure attribute) (dival.measure.Measure attribute), [1] (dival.measure.MSEMeasure attribute) (dival.measure.PSNRMeasure attribute) (dival.measure.SSIMMeasure attribute) (dival.Reconstructor attribute) (dival.reconstructors.Reconstructor attribute) (dival.reconstructors.reconstructor.Reconstructor attribute) (dival.TaskTable attribute) ndual (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) niter (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) (dival.reconstructors.odl_reconstructors.ADMMReconstructor attribute) (dival.reconstructors.odl_reconstructors.BFGSReconstructor attribute) (dival.reconstructors.odl_reconstructors.CGReconstructor attribute) (dival.reconstructors.odl_reconstructors.DouglasRachfordReconstructor attribute) (dival.reconstructors.odl_reconstructors.ForwardBackwardReconstructor attribute) (dival.reconstructors.odl_reconstructors.GaussNewtonReconstructor attribute) (dival.reconstructors.odl_reconstructors.ISTAReconstructor attribute) (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor attribute) (dival.reconstructors.odl_reconstructors.LandweberReconstructor attribute) (dival.reconstructors.odl_reconstructors.MLEMReconstructor attribute) (dival.reconstructors.odl_reconstructors.PDHGReconstructor attribute)

nlayer (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) noise (dival.reconstructors.odl_reconstructors.MLEMReconstructor attribute) NoiseOperator (class in dival.util.odl_utility) non_normed_op (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor attribute) normalize_by_opnorm (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor property) (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property) nprimal (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) num_elements_per_sample (dival.Dataset attribute) (dival.datasets.Dataset attribute) (dival.datasets.dataset.Dataset attribute) (dival.datasets.ellipses_dataset.EllipsesDataset attribute) (dival.datasets.EllipsesDataset attribute) (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute)

O

observation_space (dival.Reconstructor attribute) (dival.reconstructors.Reconstructor attribute) (dival.reconstructors.reconstructor.Reconstructor attribute) ObservationGroundTruthPairDataset (class in dival.datasets) (class in dival.datasets.dataset) observations (dival.data.DataPairs attribute) (dival.DataPairs attribute) omega (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor attribute) (dival.reconstructors.odl_reconstructors.LandweberReconstructor attribute) op (dival.reconstructors.odl_reconstructors.ADMMReconstructor attribute) (dival.reconstructors.odl_reconstructors.BFGSReconstructor attribute) (dival.reconstructors.odl_reconstructors.CGReconstructor attribute) (dival.reconstructors.odl_reconstructors.DouglasRachfordReconstructor attribute) (dival.reconstructors.odl_reconstructors.ForwardBackwardReconstructor attribute) (dival.reconstructors.odl_reconstructors.GaussNewtonReconstructor attribute) (dival.reconstructors.odl_reconstructors.ISTAReconstructor attribute) (dival.reconstructors.odl_reconstructors.LandweberReconstructor attribute) (dival.reconstructors.odl_reconstructors.MLEMReconstructor attribute) (dival.reconstructors.odl_reconstructors.PDHGReconstructor attribute) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property)

op_is_symmetric (dival.reconstructors.odl_reconstructors.CGReconstructor attribute) opnorm (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property) ops (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor attribute) optimize_hyper_params() (in module dival.hyper_param_search) optimizer (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property) OutBlock (class in dival.reconstructors.networks.unet)

P

patch_ray_trafo_for_pickling() (in module dival.util.odl_utility) PDHGReconstructor (class in dival.reconstructors.odl_reconstructors) photons_per_pixel (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.tvadam_ct_reconstructor.TVAdamCTReconstructor property) plot_all_reconstructions() (dival.evaluation.ResultTable method) plot_convergence() (dival.evaluation.ResultTable method) plot_image() (in module dival.util.plot) plot_images() (in module dival.util.plot) plot_performance() (dival.evaluation.ResultTable method) plot_reconstruction() (dival.evaluation.ResultTable method)

poisson_loss() (in module dival.util.torch_losses) poisson_noise() (in module dival.util.odl_noise_random_state) prelu (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property) PrimalDualNet (class in dival.reconstructors.networks.iterative) print_summary() (dival.evaluation.ResultTable method) projection (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor attribute) (dival.reconstructors.odl_reconstructors.LandweberReconstructor attribute) PSNR (in module dival.measure) PSNRMeasure (class in dival.measure)

R

random (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor attribute) random_access (dival.Dataset attribute) (dival.datasets.Dataset attribute) (dival.datasets.dataset.Dataset attribute) (dival.datasets.ellipses_dataset.EllipsesDataset attribute) (dival.datasets.EllipsesDataset attribute) (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute) RandomAccessTorchDataset (class in dival.util.torch_utility) ray_trafo (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute) RayBackProjection (class in dival.util.odl_utility) reco_space (dival.Reconstructor attribute) (dival.reconstructors.Reconstructor attribute) (dival.reconstructors.reconstructor.Reconstructor attribute) reconstruct() (dival.IterativeReconstructor method) (dival.Reconstructor method) (dival.reconstructors.IterativeReconstructor method) (dival.reconstructors.Reconstructor method) (dival.reconstructors.reconstructor.IterativeReconstructor method) (dival.reconstructors.reconstructor.Reconstructor method) (dival.reconstructors.reconstructor.StandardIterativeReconstructor method) (dival.reconstructors.StandardIterativeReconstructor method) (dival.StandardIterativeReconstructor method)

Reconstructor (class in dival) (class in dival.reconstructors) (class in dival.reconstructors.reconstructor) reg (dival.reconstructors.odl_reconstructors.ISTAReconstructor attribute) rel_patient_ids (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute) ReorderedDataset (class in dival.datasets) (class in dival.datasets.reordered_dataset) reset() (dival.util.odl_utility.CallbackStore method) (dival.util.odl_utility.CallbackStoreAfter method) ResizeOperator (class in dival.util.odl_utility) results (dival.evaluation.ResultTable attribute) (dival.evaluation.TaskTable attribute) (dival.TaskTable attribute) ResultTable (class in dival.evaluation) run() (dival.evaluation.TaskTable method) (dival.TaskTable method)

S

salt_pepper_noise() (in module dival.util.odl_noise_random_state) save_hyper_params() (dival.Reconstructor method) (dival.reconstructors.Reconstructor method) (dival.reconstructors.reconstructor.Reconstructor method) save_learned_params() (dival.LearnedReconstructor method) (dival.reconstructors.LearnedReconstructor method) (dival.reconstructors.reconstructor.LearnedReconstructor method) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method) save_params() (dival.LearnedReconstructor method) (dival.Reconstructor method) (dival.reconstructors.LearnedReconstructor method) (dival.reconstructors.Reconstructor method) (dival.reconstructors.reconstructor.LearnedReconstructor method) (dival.reconstructors.reconstructor.Reconstructor method) (dival.reconstructors.regression_reconstructors.LinRegReconstructor method) scales (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor property) scheduler (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property) sensitivities (dival.reconstructors.odl_reconstructors.MLEMReconstructor attribute) set_config() (in module dival) (in module dival.config) shape (dival.Dataset attribute) (dival.datasets.Dataset attribute) (dival.datasets.dataset.Dataset attribute) (dival.datasets.ellipses_dataset.EllipsesDataset attribute) (dival.datasets.EllipsesDataset attribute) (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute)

short_name (dival.Measure attribute), [1] (dival.measure.L2Measure attribute) (dival.measure.Measure attribute), [1] (dival.measure.MSEMeasure attribute) (dival.measure.PSNRMeasure attribute) (dival.measure.SSIMMeasure attribute) skip_channels (dival.reconstructors.dip_ct_reconstructor.DeepImagePriorCTReconstructor property) (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor property) sorted_by_patient (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute) space (dival.Dataset attribute) (dival.datasets.Dataset attribute) (dival.datasets.dataset.Dataset attribute) (dival.datasets.ellipses_dataset.EllipsesDataset attribute) (dival.datasets.EllipsesDataset attribute) (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute) SSIM (in module dival.measure) SSIMMeasure (class in dival.measure) standard_dataset_name (dival.Dataset attribute) (dival.datasets.Dataset attribute) (dival.datasets.dataset.Dataset attribute) StandardIterativeReconstructor (class in dival) (class in dival.reconstructors) (class in dival.reconstructors.reconstructor) StandardLearnedReconstructor (class in dival.reconstructors.standard_learned_reconstructor) std_out_err_redirect_tqdm() (in module dival.util.std_out_err_redirect_tqdm) supports_random_access() (dival.Dataset method) (dival.datasets.Dataset method) (dival.datasets.dataset.Dataset method)

T

tasks (dival.evaluation.TaskTable attribute) (dival.TaskTable attribute) TaskTable (class in dival) (class in dival.evaluation) tau (dival.reconstructors.odl_reconstructors.ADMMReconstructor attribute) (dival.reconstructors.odl_reconstructors.ForwardBackwardReconstructor attribute) test_len (dival.Dataset attribute) (dival.datasets.Dataset attribute) (dival.datasets.dataset.Dataset attribute) (dival.datasets.ellipses_dataset.EllipsesDataset attribute) (dival.datasets.EllipsesDataset attribute) (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute) to_string() (dival.evaluation.ResultTable method) TorchRayTrafoParallel2DAdjointModule (class in dival.util.torch_utility) TorchRayTrafoParallel2DModule (class in dival.util.torch_utility)

train() (dival.LearnedReconstructor method) (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor method) (dival.reconstructors.LearnedReconstructor method) (dival.reconstructors.reconstructor.LearnedReconstructor method) (dival.reconstructors.regression_reconstructors.LinRegReconstructor method) (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor method) train_len (dival.Dataset attribute) (dival.datasets.Dataset attribute) (dival.datasets.dataset.Dataset attribute) (dival.datasets.ellipses_dataset.EllipsesDataset attribute) (dival.datasets.EllipsesDataset attribute) (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute) transform (dival.reconstructors.standard_learned_reconstructor.StandardLearnedReconstructor property) tv_loss() (in module dival.util.torch_losses) TVAdamCTReconstructor (class in dival.reconstructors.tvadam_ct_reconstructor)

U

UNet (class in dival.reconstructors.networks.unet) uniform_discr_element() (in module dival.util.odl_utility) uniform_noise() (in module dival.util.odl_noise_random_state) UpBlock (class in dival.reconstructors.networks.unet)

use_sigmoid (dival.reconstructors.fbpunet_reconstructor.FBPUNetReconstructor property) (dival.reconstructors.iradonmap_reconstructor.IRadonMapReconstructor property) (dival.reconstructors.learnedgd_reconstructor.LearnedGDReconstructor property) (dival.reconstructors.learnedpd_reconstructor.LearnedPDReconstructor property)

V

validate_reconstructor_key_name_or_type() (in module dival.reference_reconstructors) validation_len (dival.Dataset attribute) (dival.datasets.Dataset attribute) (dival.datasets.dataset.Dataset attribute) (dival.datasets.ellipses_dataset.EllipsesDataset attribute) (dival.datasets.EllipsesDataset attribute) (dival.datasets.lodopab_dataset.LoDoPaBDataset attribute) (dival.datasets.LoDoPaBDataset attribute)

W

weights (dival.reconstructors.regression_reconstructors.LinRegReconstructor attribute)

white_noise() (in module dival.util.odl_noise_random_state) write() (dival.util.std_out_err_redirect_tqdm.DummyTqdmFile method)

X

x0 (dival.reconstructors.odl_reconstructors.ADMMReconstructor attribute) (dival.reconstructors.odl_reconstructors.BFGSReconstructor attribute) (dival.reconstructors.odl_reconstructors.CGReconstructor attribute) (dival.reconstructors.odl_reconstructors.DouglasRachfordReconstructor attribute) (dival.reconstructors.odl_reconstructors.ForwardBackwardReconstructor attribute) (dival.reconstructors.odl_reconstructors.GaussNewtonReconstructor attribute) (dival.reconstructors.odl_reconstructors.ISTAReconstructor attribute) (dival.reconstructors.odl_reconstructors.KaczmarzReconstructor attribute) (dival.reconstructors.odl_reconstructors.LandweberReconstructor attribute) (dival.reconstructors.odl_reconstructors.MLEMReconstructor attribute) (dival.reconstructors.odl_reconstructors.PDHGReconstructor attribute) (dival.reconstructors.reconstructor.StandardIterativeReconstructor attribute) (dival.reconstructors.StandardIterativeReconstructor attribute) (dival.StandardIterativeReconstructor attribute)

Z

zero_seq_gen (dival.reconstructors.odl_reconstructors.GaussNewtonReconstructor attribute)