If your variant product has swatches to show various options and images are not loading for them, then ensure that Variant Images checkbox is not unchecked.
In your admin dashboard, navigate to Catalog > Product Variations > Variant Options.
Locate a variant option for which swatches are not showing images.
Click Edit and check the box for Variant Images.
On click of Save Option, swatch images will load on the web store.