Duke established control early and enjoyed double-digit leads through the bulk of the game.
The Blue Devils (28-5) head to the Midwest Region third round Sunday against seventh-seeded Creighton, which beat No. 10-seeded Cincinnati 67-63 later Friday.
Albany, a No. 15 seed, completes its season 24-11.
Albany made a few charges at Duke, and each time the Great Danes made even a small run the upset-hoping crowd would get into the game. But Duke wasn't about to repeat last year's shocking loss to a No. 15 seed.
Curry hit a jumper that put the Blue Devils up by 11 just 8 minutes into the game and had back-to-back shots that quelled an Albany spurt that that closed the deficit to eight points in the game's final 4 minutes.
Curry's 26 points came on 10-of-14 shooting while Mason Plumlee hit 9-of-11 shots and ended up with 23 points. Duke shot 59 percent for the game.
Albany was led by Jacob Iati's 15-point effort.