Fast and energy efficient AdaBoost classifier

  • Authors:
  • Filip Kadlček;Otto Fučík

  • Affiliations:
  • Brno University of Technology, Brno, Czech Republic;Brno University of Technology, Brno, Czech Republic

  • Venue:
  • Proceedings of the 10th FPGAworld Conference
  • Year:
  • 2013

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Abstract

The paper presents a new concept of creating an energy and computation effective AdaBoost classifier systems. The presented method is mainly novel in the way how it divides and accelerates an AdaBoost classifier into two parts -- a pre-processing and a post-processing unit. Pre-processing unit is designed to process a major part of the computational operations of the AdaBoost algorithm but it is also helps in an energy savings.