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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 ...
Reducing training effort in biological image classification
Title
Reducing training effort in biological image classification
Author
Nguyen, Nhat Rich
Date Created
2017
Subjects--Topical
Computer science
Description
To automatically classify biological images, machine learning techniques have been widely used to train the classifiers from labeled images. For a new category of biological object, a tedious and expensive labeling process is needed from a human e...