An FPGA-Based Coprocessor for the SPHINX Speech Recognition System: Early Experiences

  • Authors:
  • Guillermo Marcus;Juan A. Nolazco-FIores

  • Affiliations:
  • Universität Mannheim;ITESM

  • Venue:
  • RECONFIG '05 Proceedings of the 2005 International Conference on Reconfigurable Computing and FPGAs (ReConFig'05) on Reconfigurable Computing and FPGAs
  • Year:
  • 2005

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Abstract

A FPGA based hardware coprocessor for the SPHINX Speech Recognition System is presented. The coprocessor operates at 66MHz and implements a critical part of the Baum-Welch Algorithm to assist in the Gaussian probability calculations, currently with a peak performance of 264 MFlops. Results are presented in comparison with a Xeon 2.66GHz computer and a similar ASIC project, together with guidelines for future development.