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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 ...
Towards large-scale and fine-grained image recognition
Title
Towards large-scale and fine-grained image recognition
Author
Zhang, Xiaofan
Date Created
2017
Subjects--Topical
Computer science
Description
In this dissertation, we aim to investigate the problem of large-scale and fine-grained image recognition, which focuses on the differentiation of subtle differences among subordinate classes and a large number of images. Particularly, we tackle t...