Larger images results in smaller batch sizes, but you can overcome some of this by doing transfer learning by building a model with smaller images and building up to larger higher resolution images if that is what your application calls for. An older course from Fast.ai demonstrated this.
You can check out a post by @anotherjesse to see more on how this works. Exploring Image Size & Accuracy of Transfer Learning in Lesson 1 Pets