You keep your physical body because humans are a physical being. Paul tells us in verse 42-44. He says that our current bodies are weak, perishable, unglorified, and natural. But in the resurrection state they will be powerful, imperishable, glorious, and spiritual.  tl;dr If your body is frail it will become strong but if it is fat it will stay fat.