A novel local reference frame (LRF) is proposed for local shape descriptors. A new feature representation called the triple orthogonal local depth images (TOLDI) is presented. Extensive experiments on the shape retrieval, object recognition and 3D matching datasets are carried out. Our proposal achieves the best overall performance against several existing methods.