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Advancing Highway Safety: Embedded-Edge AI for Real-Time Applications
Title
Advancing Highway Safety: Embedded-Edge AI for Real-Time Applications
Author
Katariya, Vinit Amrutlal
Date Created
2023
Subjects--Topical
Electrical engineering, Computer engineering, Transportation
Description
This dissertation presents the systematic design and development of datasets, algorithms, and an AI pipeline specifically curated for real-time trajectory prediction and anomaly detection in highway environments. These innovations are meticulously...
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 ...