Using vision transformers for different image resolutions

Hi, I ma working on using vision transformers not only the vanilla ViT, but different models on UMDAA2 data set, this data set has an image resolution of 128*128 would it be better to transform the images into the vit desired resolution like 224 or 256 or it is better to keep the 128 and try to update the other vision transformer parameters to this resolution like the dim,depth,heads ?