High-performance signal processing on emerging many-core architectures using CUDA

  • Authors:
  • Manuel Ujaldon;Umit V. Catalyurek

  • Affiliations:
  • Computer Architecture Department, University of Malaga, Malaga, Spain;Biomedical Informatics Department, Ohio State University, Columbus, OH

  • Venue:
  • ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
  • Year:
  • 2009

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Abstract

This paper provides a short introduction to CUDA programming paradigm and recent standardization efforts. We also present a new 2D Fast Wavelet Transform implementation on GPUs using CUDA. Our novel implementation achieves almost two orders of magnitude improvements versus a typical quad-core CPU, and demonstrates that emerging many-core architectures are ideal platforms for achieving high-performance signal processing.