Publication Details

Fast and Energy Efficient AdaBoost Classifier

KADLČEK Filip and FUČÍK Otto. Fast and Energy Efficient AdaBoost Classifier. In: FPGAWorld'13. Copenhagen and Stockholm: Association for Computing Machinery, 2013, pp. 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. (DCSY FIT BUT)
Fučík Otto, doc. Dr. Ing. (DCSY FIT BUT)

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

Conference

FPGAworld 2013, Stockholm and Copenhagen, DK

ISBN

978-1-4503-2496-0

Publisher

Association for Computing Machinery

Place

Copenhagen and Stockholm, SE

BibTeX

@INPROCEEDINGS{FITPUB10410,
   author = "Filip Kadl\v{c}ek and Otto Fu\v{c}\'{i}k",
   title = "Fast and Energy Efficient AdaBoost Classifier",
   pages = "1--5",
   booktitle = "FPGAWorld'13",
   year = 2013,
   location = "Copenhagen and Stockholm, SE",
   publisher = "Association for Computing Machinery",
   ISBN = "978-1-4503-2496-0",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10410"
}