ImageNet

ImageNet is a huge, general image dataset of animals, objects and scenes. Most vision models start there by default. For retail shelves a retail-specific start (RP2K) does better, because the model meets products sooner.

For engineers: the standard 1k-class classification dataset for backbone pretraining; the generic baseline against domain pretraining.