Uncertainty-Aware Convolutional Neural Networks for Vision Tasks on Sparse Data.

Bibliographic Details
Main Author: Eldesokey, Abdelrahman.
Format: eBook
Language:English
Published: Linköping : Linkopings Universitet, 2021.
Edition:1st ed.
Series:Linköping Studies in Science and Technology. Dissertations Series
Subjects:
Online Access:Click to View
Table of Contents:
  • Intro
  • POPULÄRVETENSKAPLIG SAMMANFATTNING
  • ABSTRACT
  • Acknowledgments
  • Contents
  • Part I: Background
  • 1. Introduction
  • 2. From Signal Spaces to Normalized Convolution
  • 3. Deep Guided Filtering for Vision Tasks
  • 4. Uncertainty in Neural Networks from a Bayesian Perspective
  • 5. Upsampling in CNNs
  • 6. Concluding Remarks
  • Bibliography
  • Part II: Publications
  • Papers.