Conference paper

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.
Publication language:english
Original title:Fast and Energy Efficient AdaBoost Classifier
Title (cs):Rychlý a Energeticky Efektrivní Adaboost Klasifikátor
Pages:1-5
Proceedings:FPGAWorld'13
Conference:FPGAworld 2013
Place:Copenhagen and Stockholm, SE
Year:2013
ISBN:978-1-4503-2496-0
Publisher:Association for Computing Machinery
Keywords
AdaBoost, FPGA, preprocessing unit, energy efficient computation
Annotation
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.
BibTeX:
@INPROCEEDINGS{
   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 = {http://www.fit.vutbr.cz/research/view_pub.php?id=10410}
}

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