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Hybrid Convolutional Neural Networks
The article proposes a new variant of convolutional neural networks - hybrid convolutional neural networks. This model of the network uses the 'winner-takes-all' principle and RBF-neurons in all itslayers....
BD - Teorie informace
- 2008 •
- D
Rok uplatnění
D - Stať ve sborníku
Kernel Networks for Function Approximation
Capabilities of radial convolution kernel networks to approximate multivariate functions are investigated. A necessary condition for universal approximation property of convolution kernel networks is given. Kernels...
IN - Informatika
- 2016 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Convolutive Bottleneck Network Features for LVCSR
Workshop Article about novel features for tandem LVCSR system, which are based on Convolutive Bottleneck Network. It extends the previous work on Universal Context network by using linear bottleneck and expansion to Con...
JC - Počítačový hardware a software
- 2011 •
- D
Rok uplatnění
D - Stať ve sborníku
Deep Convolutional Neural Network for Fire Detection
Detection of smoke and fire using deep convolutional neural network to process video signals from camera.
Communication engineering and systems
- 2020 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
The Use of Convolutional Neural Networks in Biomedical Data Processing
In this work, we study the use of convolutional neural networks for biomedical signal processing. Convolutional neural networks show promising results for classifying images when compared to traditional multilayer ...
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2017 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Compression Artifacts Removal Using Convolutional Neural Networks
This paper shows that it is possible to train large and deep convolutional neural networks (CNN) for JPEG compression artifacts reduction....
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2016 •
- JSC •
- Link
Rok uplatnění
JSC - Článek v periodiku v databázi SCOPUS
Výsledek na webu
Time Series Convolution Kernel Estimation
Main topics of the document: convolution kernel; time series; estimation; visualization; neural network...
Statistics and probability
- 2018 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Convolutional Neural Networks with Interpretable Kernels
We are focused on the theoretical background of convolutional neural networks. In particular, we examine the problem whether semantic meaning can be assigned to convolutional kernels in the first layers and how this fact ca...
Applied mathematics
- 2019 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Multivariable Approximation by Convolutional Kernel Networks
of convolutional kernels determine whether sets of input-output functions of networksComputational units induced by convolutional kernels together with biologically in neurocomputing. Radial convolutional kernels ...
IN - Informatika
- 2016 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
Asynchronous Evolution of Convolutional Networks
Due to many successful practical applications, deep neural networks and convolutional networks have become the state-of-art machine learning methods recently. The choice of network architecture for the task at hand...
Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
- 2018 •
- D •
- Link
Rok uplatnění
D - Stať ve sborníku
Výsledek na webu
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