Publication Details
Generátor a detektor modelů zbraní
KANICH Ondřej, DVOŘÁK Michal and DRAHANSKÝ Martin. Generátor a detektor modelů zbraní. Brno, 2019.
English title
Generator and detector of weapon models
Type
technical report
Language
czech
Authors
Kanich Ondřej, Ing., Ph.D. (DITS FIT BUT)
Dvořák Michal, Ing. (DITS FIT BUT)
Drahanský Martin, prof. Ing., Dipl.-Ing., Ph.D. (DITS FIT BUT)
Dvořák Michal, Ing. (DITS FIT BUT)
Drahanský Martin, prof. Ing., Dipl.-Ing., Ph.D. (DITS FIT BUT)
Abstract
This report contains description of method for detection, classification of type (length) and orientation (rotation) of weapon. Individual weapon types, machine learning methods both classical and neural networks approaches are described. In the case of neural networks individual layers and used architectures are described. Detectors of objects are also described. For each part (detection, type and orientation) several approaches are designed. These are tested on available data. For rotation dataset is created using automatic generation. In conclusion results are discussed in case of detection 97.8 % in length 84.14 % and in rotation 75.14 %.
Published
2019
Pages
1-22
Place
Brno, CZ
BibTeX
@TECHREPORT{FITPUB12060,
author = "Ond\v{r}ej Kanich and Michal Dvo\v{r}\'{a}k and Martin Drahansk\'{y}",
title = "Gener\'{a}tor a detektor model\r{u} zbran\'{i}",
pages = "1--22",
year = 2019,
location = "Brno, CZ",
language = "czech",
url = "https://www.fit.vut.cz/research/publication/12060"
}
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