Softassign and EM-ICP on GPU

  • Authors:
  • Toru Tamaki;Miho Abe;Bisser Raytchev;Kazufumi Kaneda

  • Affiliations:
  • -;-;-;-

  • Venue:
  • ICNC '10 Proceedings of the 2010 First International Conference on Networking and Computing
  • Year:
  • 2010

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Abstract

In this paper we propose CUDA-based implementations of two 3D point sets registration algorithms: Soft assign and EM-ICP. Both algorithms are known for being time demanding, even on modern multi-core CPUs. Our GPUbased implementations vastly outperform CPU ones. For instance, our CUDA EM-ICP aligns 5000 points in less than 7 seconds on a GeForce 8800GT, while the same implementation in OpenMP on an Intel Core 2 Quad would take 7 minutes.