Superpixels: An Evaluation of the State-of-the-Art.

•An extensive evaluation of 28 superpixel algorithms on 5 datasets.•Explicit discussion of parameter optimization, including superpixel connectivity.•Presentation of visual quality, algorithm runtime, and a performance-based ranking.•The evaluated implementations as well as the benchmark are publicly available.