deepinv.datasets#

This subpackage can be used for generating reconstruction datasets from other base datasets. Please refer to the user guide for more information.

Generating Datasets#

User Guide: refer to Generating Datasets for more information.

DeepInverse HDF5 dataset with signal/measurement pairs (x, y).

Generates dataset of signal/measurement pairs from base dataset.

User Guide: refer to Predefined Datasets for more information.

`deepinv.datasets.DIV2K`	Dataset for DIV2K Image Super-Resolution Challenge.
`deepinv.datasets.Urban100HR`	Dataset for Urban100 <https://paperswithcode.com/dataset/urban100>`_.
`deepinv.datasets.Set14HR`	Dataset for Set14.
`deepinv.datasets.CBSD68`	Dataset for CBSBD68.
`deepinv.datasets.FastMRISliceDataset`	Dataset for fastMRI that provides access to raw MR kspace data.
`deepinv.datasets.SimpleFastMRISliceDataset`	Simple FastMRI image dataset.
`deepinv.datasets.CMRxReconSliceDataset`	CMRxRecon dynamic MRI dataset.
`deepinv.datasets.SKMTEASliceDataset`	SKM-TEA dataset for raw multicoil MRI kspace data.
`deepinv.datasets.LidcIdriSliceDataset`	Dataset for LIDC-IDRI that provides access to CT image slices.
`deepinv.datasets.Flickr2kHR`	Dataset for Flickr2K.
`deepinv.datasets.LsdirHR`	Dataset for LSDIR.
`deepinv.datasets.FMD`	Dataset for Fluorescence Microscopy Denoising.
`deepinv.datasets.Kohler`	Dataset for Recording and Playback of Camera Shake
`deepinv.datasets.NBUDataset`	NBU remote sensing multispectral satellite imagery dataset.

`deepinv.datasets.PatchDataset`	Builds the dataset of all patches from a tensor of images.
`deepinv.datasets.utils.PlaceholderDataset`	A placeholder dataset for test purposes.

User Guide: refer to Data Transforms for more information.

`deepinv.datasets.utils.Rescale`	Image value rescale torchvision-style transform.
`deepinv.datasets.utils.ToComplex`	Torchvision-style transform to add empty imaginary dimension to image.
`deepinv.datasets.MRISliceTransform`	FastMRI raw data preprocessing.