Yes. Legolas is shown in The Lord of the Rings to be capable of stalking his foes day and night, and he only has to stop because Gimli and Aragorn can't keep up.

In general, the elves, especially the older ones like Galadriel, are shown to possess super-human characteristics in all physical feats, including agility, stamina and strength (though the Men of the First Age apparently were stronger though less agile).