SHOT (Signature of Histogram of OrienTations) is a new 3D feature descriptor, specifically developed to perform fast surface matching robust to clutter and sensor noise.

You can find more information, the source code, the dataset originally used for comparing it with other descriptors as well as the paper describing it at the project homepage