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Synthetic Data Generation for Brats Dataset
Brats does not support synthetic data. It would be great to add support for it.
@ravi-mosaicml can you include more details on exactly what this entails? Right now, the SyntheticDataset
class takes both a data_shape
and a label_shape
which can be used to generate synthetic data for BRATS.
To implement this:
- Have brats inherit the
SyntheticHparamsMixin
class - If the
use_synthetic
flag is True, then theinitialize_object()
function should return a dataloader over synthetic data that can train. Here, you'll want to specify the data_shape and label_shape for theSyntheticBatchPairDataset
. I am not sure what these parameters should be.
Closing as we don't plan on doing this anymore