Provide ability to override map_items=True set by default for Dataset

[surajpaib]

Is your feature request related to a problem? Please describe.

MONAI/monai/data/dataset.py

Line 98 in bff4b15

return apply_transform(self.transform, data_i) if self.transform is not None else data_i

In the Dataset class, for any transform applied, map_items=True is the default behavior in the apply_transform helper function.

I'm trying to use some other datasets in MONAI which have an (input, target) tuple as the return from _getitem_. When I superclass this with the MONAI dataset, the tuple is unpacked, and the input and target are operated on as different items in the dataset.

Describe the solution you'd like
Ability to provide kwargs to Dataset that propagates to the apply_transform function, allowing disabling this mapping behavior.

Describe alternatives you've considered
Not using the Dataset class.

Additional context
A lot of datasets have the (input, target) behavior, and it would be useful to be able to wrap these in MONAI dataset classes.

[surajpaib]

I'm happy to send a PR for this!

[surajpaib]

Hi @KumoLiu

I've made a PR for this change. Let me know if all good. Thanks!