Input of 64 patches instead of 224

[Mor]

Hi,
The data that I'm working on has small images and I want to improve the runtime of the model by reducing the input for the model to 64 instead of 224.
Is there a pretrained model available with this architecture?
If not, what steps should I follow to train one myself?

Thanks