Download Latest Version 0.6.0.zip (4.1 MB)
Email in envelope

Get an email when there's a new version of NiftyNet

Home / v0.6.0
Name Modified Size InfoDownloads / Week
Parent folder
0.6.0.tar.gz 2019-10-09 3.8 MB
0
0.6.0.zip 2019-10-09 4.1 MB
0
README.md 2019-10-09 1.1 kB
0
Totals: 3 Items   7.9 MB 0

Added

  • isotropic random scaling option
  • volume padding with user-specified constant
  • subpixel layer for superresolution
  • various loss functions for regression (smooth L1 loss, cosine loss etc.)
  • handler for early stopping mechanism
  • aggregator with multiple outputs including labels in CSV
  • nnUNet, an improved version of UNet3D
  • data augmentation with mixup and mixmatch
  • documentation contents
  • demo for learning rate scheduling
  • demo for deep boosted regression
  • initial integration of NiftyReg Resampler
  • initial integration of CSV reader

Fixed

  • issue of loading binary values of NIfTI file
  • various fixes in CI tests
  • prefix name for aggregators
  • various improvements in error messages
  • issue of batch indices in the conditional random field
  • issue of location selection in the weighted sampler
  • model zoo: compatibility upgrade
  • model zoo: new decathlon hippocampus dataset

Changed

  • feature normalisation types options: instance norm, group norm, batch norm
  • convolution with padding option
  • various documentation and docstrings
  • defaulting to remove length one dimensions when saving a 5D volume
Source: README.md, updated 2019-10-09