Uncertainty-Aware Convolutional Neural Networks for Vision Tasks on Sparse Data.
| Main Author: | |
|---|---|
| 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.


