A 3D local descriptor SHOT on massively parallel processors
Document Type
Conference Proceeding
Publication Date
3-26-2015
Department
Department of Computer Science; Center for Scalable Architectures and Systems
Abstract
This paper investigates the suitability of graphical process unit (GPU) for a novel 3D object local descriptor named Signature of histogram of orientations (SHOT). SHOT presents a great balance between descriptiveness and robustness but its high complexity incurs heavy computational workload. We designed two parallel SHOTs on GPU to speed up the original serial counterpart. Experiment results show both the precise and approximate parallel algorithms exhibit outstanding speed performance. Moreover, we validated the descriptiveness of both parallel SHOTs were at high level through quantitative experimental comparisons.
Publication Title
2015 IEEE International Conference on Consumer Electronics
Recommended Citation
Hu, L.,
&
Nooshabadi, S.
(2015).
A 3D local descriptor SHOT on massively parallel processors.
2015 IEEE International Conference on Consumer Electronics.
http://doi.org/10.1109/ICCE.2015.7066373
Retrieved from: https://digitalcommons.mtu.edu/michigantech-p/1164