Scale-Space Theory, F-transform kernels and CNN Realization

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17610%2F19%3AA2001ZU6" target="_blank" >RIV/61988987:17610/19:A2001ZU6 - isvavai.cz</a>
Result on the web
<a href="https://link.springer.com/chapter/10.1007/978-3-030-20518-8_4" target="_blank" >https://link.springer.com/chapter/10.1007/978-3-030-20518-8_4</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-030-20518-8_4" target="_blank" >10.1007/978-3-030-20518-8_4</a>

Result language
angličtina
Original language name
Scale-Space Theory, F-transform kernels and CNN Realization
Original language description
We present scale-space and F-transform inspired modification to convolutional neural networks. The proposed modification improves network classification accuracy using multi-scale image representation and F-transform kernels pre-training. We evaluate our model on two databases and show better performance than networks without F-transform pre-training.
Czech name
—
Czech description
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Project
<a href="/en/project/EF17_049%2F0008414" target="_blank" >EF17_049/0008414: Centre for the development of Artificial Intelligence Methods for the Automotive Industry of the region</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach

Publication year
2019
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
15th International Work-Conference on Artificial Neural Networks
ISBN
978-3-030-20518-8
ISSN
0302-9743
e-ISSN
1611-3349
Number of pages
11
Pages from-to
38-48
Publisher name
Springer
Place of publication
Cham
Event location
Gran Canaria
Event date
Jun 12, 2019
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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