Result 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.
Type
conference paper
Language
English
Authors
Kadlček Filip, Ing., Ph.D., DCSY (FIT)
Fučík Otto, doc. Dr. Ing., DCSY (FIT)
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.

Keywords

AdaBoost, FPGA, preprocessing unit, energy efficient computation

Published
2013
Pages
1–5
Proceedings
FPGAWorld'13
Conference
FPGAworld 2013
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"
}
Projects
Security-Oriented Research in Information Technology, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, start: 2007-01-01, end: 2013-12-31, running
Verification of the implementation of continuous traffic load map using modern classification and prediction methods, TAČR, Program aplikovaného výzkumu a experimentálního vývoje ALFA, TA02030915, start: 2012-01-01, end: 2014-12-31, completed
Departments
Department of Computer Systems (DCSY)
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