Browsing Computer Science (Theses and Dissertations) by Subject "Convolutional Neural Network"
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Convolutional Neural Networks based on Discrete Cosine Transform with Applications in Computer Vision
(Trinity College Dublin. School of Computer Science & Statistics. Discipline of Computer Science, 2021)Convolutional neural networks (CNNs) have become a paradigm for designing vision based intelligent systems. These models are controlled by a vast amount of parameters, which are learned thanks to the availability of annotated ... -
Improving Saliency Metrics for Channel Pruning of Convolutional Neural Networks
(Trinity College Dublin. School of Computer Science & Statistics. Discipline of Computer Science, 2022)Channel pruning is an effective technique to reduce the size of Convolutional Neural Networks (CNNs). A decisive part of any pruning algorithm is its saliency metric. We propose different techniques to improve saliency ...