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.

deepinv.datasets.HDF5Dataset	DeepInverse HDF5 dataset with signal/measurement pairs (x, y).
deepinv.datasets.generate_dataset	Generates dataset of signal/measurement pairs from base dataset.

PatchDataset

deepinv.datasets.PatchDataset

Builds the dataset of all patches from a tensor of images.

Image Datasets

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.
deepinv.datasets.Set14HR	Dataset for Set14.
deepinv.datasets.CBSD68	Dataset for CBSBD68.
deepinv.datasets.FastMRISliceDataset	Dataset for fastMRI that provides access to MR image slices.
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.