NDLTD Global ETD Search
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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.

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Showing 21 to 22 of 22 (0.02 seconds)
21

EFFICIENTNEXT: EFFICIENTNET FOR EMBEDDED SYSTEMS

Abhishek Rajendra Deokar (12456477) 12 July 2022 (has links)
<p>Convolutional Neural Networks have come a long way since  AlexNet. Each year the limits of the state of the art are being pushed to new  levels. EfficientNet pushed the performance metrics to a new high and EfficientNetV2 even more so. Even so, architectures for mobile applications can benefit from improved accuracy and reduced model footprint. The classic Inverted Residual block has been the foundation upon which most mobile networks seek to improve. EfficientNet architecture is built using the same Inverted Residual block. In this paper we experiment with Harmonious Bottlenecks in  place of the Inverted Residuals to observe a reduction in the number of parameters and improvement in accuracy. The designed network is then deployed on the NXP i.MX 8M Mini board for Image classification.</p>
Digital processor architectures
Convolutional Neural Network
Coordinate Attention
Adaptive Sharpness Aware Minimization
Harmonious Bottleneck
Sandglass Bottleneck
Inverted Residual
Fused-MBConv
CIFAR-10
NXP i.MX 8M Mini
GELUs activation function
Computer Engineering
22

Univerzální hardwarová platforma podporující operační systém Linux / Universal hardware platform supported Linux operation system

Skopal, Miroslav January 2010 (has links)
This thesis deals with the development problems and creating of the multi- purpose hardware platform, which supports operating system Linux. It is focused on the microprocessors using ARM architecture with architecture ARM7, ARM9 and ARM11. The scope of the first part of this thesis was searching the sales of available 32 bit ARM microprocessors. The second part is attended to a particular Mini2440 development kit, its animation and the subsequent development of the kernel drivers for OS Linux platform. One of this thesis details was also the development of my own expansive hardware module and a capacity keypad for a usage with Mini2440 developmental kit.

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