How can we achieve almost same performance on smaller image size without any resizing

[baibizhe]

I am trying to feed 512 x 512 image to model with out any resizing . But the performance is pretty low. How should I modify the model in order to get same performance as same as 1024 x 1024?

Thanks in advance