I can taste the difference between Japanese brands and, because we have a local Japanese grocer with various regional rice options, I get to eat the one I enjoy the most.
But in general, I’ve not found non-Japanese rice that tastes as good, although we don’t have much variety of non-Japanese Japonica around (I won’t get into the general homogenization issue of products in Australian supermarkets).