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Algorithmic Optimization of First Convolution Layer in CNNs for Hardware Accelerator Design
Title
Algorithmic Optimization of First Convolution Layer in CNNs for Hardware Accelerator Design
Author
Chamarthi, Ramachandra Vikas
Date Created
2019
Subjects--Topical
Electrical engineering, Computer engineering
Description
This thesis proposes "1D Convolution replacement layer ", a novel optimization for first convolution layer in CNN. This optimization enables edge friendly streaming accelerator design with a minimum drop in accuracy. This optimization reduces the ...
Autonomous Control of an All-terrain Vehicle using Embedded Systems and Artificial Intelligence Techniques
Title
Autonomous Control of an All-terrain Vehicle using Embedded Systems and Artificial Intelligence Techniques
Author
Erian, Karim
Date Created
2022
Subjects--Topical
Computer engineering, Artificial intelligence, Automobiles--Design and construction
Description
The need for autonomous vehicles that do not operate on highways and can move off-road is increasing. While there have been significant advancements in autonomous passenger vehicles in the last couple of years, autonomous off-road vehicles have no...
Distributed Messaging System for the IoT Edge
Title
Distributed Messaging System for the IoT Edge
Author
George, Anjus
Date Created
2020
Subjects--Topical
Electrical engineering, Computer science, Computer engineering
Description
Recent advances in Deep Learning have made possible distributed multi-camera IoT vision analytics targeted at a variety of surveillance applications involving automated real-time analysis of events from multiple video perspectives. However, the la...