Crowds of tourist gather outside Buckingham Palace, London.

If you're looking to beat the crowds over the summer holidays, you may want to leave these cities off your travel itinerary.

London is predicted to be the most frequented destination by travelers this year, according to the MasterCard Global Destinations Cities Index published on Wednesday, with 18.82 million visitors expected to spend time in the city in 2015.