Visitors get stared at wherever they tend to stand out not where they blend in. It happens in developing countries and it happens in first world countries.

It can be mentally fatiguing as a single traveler, but most of the times I have not had problems, but I've had a couple children (not any adults) say some nasty racial comments to me in Chile and Switzerland. See Charlie and the Chocolate Factory for my opinion of many children.