This plant is commonly known as Nasturtium, and the scientific name for it is tropaeolum majus. Apparently you can eat the colourful flowers (not shown), and those are supposed to taste mildly peppery.

View this image and more at my Flickr page.

Photo taken at the Jardin botanique de Montréal (Montréal Botanical Garden), Canada.