Tensor flow lite and Transfer Learning

I have a transfer learning model, exception net, I need to deploy this model in an Android device how do I pass captured image to Xception model to get dim (1, 2048) in android before I classify?

You can define input or output shape using Model Binding from the latest android studio version.

It is recommended to normalize the lite models using Metadata Writer before porting to android to avoid any device compatibility issues. Thank you!