Publication Details

Fast and Energy Efficient AdaBoost Classifier

KADLČEK, F.; FUČÍK, O. Fast and Energy Efficient AdaBoost Classifier. FPGAWorld'13. Copenhagen and Stockholm: Association for Computing Machinery, 2013. p. 1-5. ISBN: 978-1-4503-2496-0.

Czech title

Rychlý a Energeticky Efektrivní Adaboost Klasifikátor

Type

conference paper

Language

English

Authors

Kadlček Filip, Ing., Ph.D.
Fučík Otto, doc. Dr. Ing. (DCSY)

Keywords

AdaBoost, FPGA, preprocessing unit, energy efficient computation

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.

Published

2013

Pages

1–5

Proceedings

FPGAWorld'13

ISBN

978-1-4503-2496-0

Publisher

Association for Computing Machinery

Place

Copenhagen and Stockholm

BibTeX

@inproceedings{BUT103541,
  author="Filip {Kadlček} and Otto {Fučík}",
  title="Fast and Energy Efficient AdaBoost Classifier",
  booktitle="FPGAWorld'13",
  year="2013",
  pages="1--5",
  publisher="Association for Computing Machinery",
  address="Copenhagen and Stockholm",
  isbn="978-1-4503-2496-0"
}