How to do Center Crop before apply augmentation?

I’ve to do some data augmentation techniques to a dataset, but I need to take the center of the image first. Using the default transform that just do a Center Crop, the images get good.

However when I use the apply_transforms, it apply the augmentation first and it seems that it take the Center Crop after that. As what I want is the center of the image, applying the transforms first change the place the center crop happens and it get parts of the image that I don’t want.

Is there any way to apply the Center Crop first and later use the augmentation techniques, like rotating and flip?