Browsing Mathematics (Faculty of) by Subject "Convolutional Neural Networks"

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Convolutional Neural Network for Sentence Classification

Chen, Yahui (University of Waterloo, 2015-08-26)

The goal of a Knowledge Base–supported Question Answering (KB-supported QA) system is to answer a query natural language by obtaining the answer from a knowledge database, which stores knowledge in the form of (entity, ...
A Novel Mathematical Framework for the Analysis of Neural Networks

Caterini, Anthony (University of Waterloo, 2017-08-22)

Over the past decade, Deep Neural Networks (DNNs) have become very popular models for processing large amounts of data because of their successful application in a wide variety of fields. These models are layered, often ...
Towards Pixel-Level OOD Detection for Semantic Segmentation

Angus, Matt (University of Waterloo, 2019-08-30)

There exists wide research surrounding the detection of out of distribution sample for image classification. Safety critical applications, such as autonomous driving, would benefit from the ability to localise the unusual ...