> My hypothesis is YES. If you train a HUGE image model using vast quantities of raw images, you will then be able to REUSE that model to work for specific computer vision problems, either by fine-tuning or 0/1-shotting.

This has been demonstrated for many years, it's not news. Many of the SOTAs like BiT require pretraining on JFT-300M, or Instagram, or what have you.