Faculty of Information Technology, BUT

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"
}
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