Reconstruction from Spatio-Spectrally Coded Multispectral Light Fields

Reconstruction from Spatio-Spectrally Coded Multispectral Light Fields
Author :
Publisher : KIT Scientific Publishing
Total Pages : 238
Release :
ISBN-10 : 9783731512103
ISBN-13 : 3731512106
Rating : 4/5 (106 Downloads)

Book Synopsis Reconstruction from Spatio-Spectrally Coded Multispectral Light Fields by : Schambach, Maximilian

Download or read book Reconstruction from Spatio-Spectrally Coded Multispectral Light Fields written by Schambach, Maximilian and published by KIT Scientific Publishing. This book was released on 2022-10-17 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: In dieser Arbeit werden spektral kodierte multispektrale Lichtfelder untersucht, wie sie von einer Lichtfeldkamera mit einem spektral kodierten Mikrolinsenarray aufgenommen werden. Für die Rekonstruktion der kodierten Lichtfelder werden zwei Methoden entwickelt, eine basierend auf den Prinzipien des Compressed Sensing sowie eine Deep Learning Methode. Anhand neuartiger synthetischer und realer Datensätze werden die vorgeschlagenen Rekonstruktionsansätze im Detail evaluiert. -In this work, spatio-spectrally coded multispectral light fields, as taken by a light field camera with a spectrally coded microlens array, are investigated. For the reconstruction of the coded light fields, two methods, one based on the principles of compressed sensing and one deep learning approach, are developed. Using novel synthetic as well as a real-world datasets, the proposed reconstruction approaches are evaluated in detail.


Reconstruction from Spatio-Spectrally Coded Multispectral Light Fields Related Books

Reconstruction from Spatio-Spectrally Coded Multispectral Light Fields
Language: en
Pages: 238
Authors: Schambach, Maximilian
Categories: Technology & Engineering
Type: BOOK - Published: 2022-10-17 - Publisher: KIT Scientific Publishing

DOWNLOAD EBOOK

In dieser Arbeit werden spektral kodierte multispektrale Lichtfelder untersucht, wie sie von einer Lichtfeldkamera mit einem spektral kodierten Mikrolinsenarray
Light Field Imaging for Deflectometry
Language: en
Pages: 284
Authors: Uhlig, David
Categories:
Type: BOOK - Published: 2023-07-14 - Publisher: KIT Scientific Publishing

DOWNLOAD EBOOK

Optical measurement methods are becoming increasingly important for high-precision production of components and quality assurance. The increasing demand can be
Machine Learning for Camera-Based Monitoring of Laser Welding Processes
Language: en
Pages: 258
Authors: Hartung, Julia
Categories:
Type: BOOK - Published: 2024-03-08 - Publisher: KIT Scientific Publishing

DOWNLOAD EBOOK

The increasing use of automated laser welding processes causes high demands on process monitoring. This work demonstrates methods that use a camera mounted on t
Computational, label, and data efficiency in deep learning for sparse 3D data
Language: en
Pages: 256
Authors: Li, Lanxiao
Categories:
Type: BOOK - Published: 2024-05-13 - Publisher: KIT Scientific Publishing

DOWNLOAD EBOOK

Deep learning is widely applied to sparse 3D data to perform challenging tasks, e.g., 3D object detection and semantic segmentation. However, the high performan
Model-based Filtering of Interfering Signals in Ultrasonic Time Delay Estimations
Language: en
Pages: 218
Authors: Bächle, Matthias
Categories: Technology & Engineering
Type: BOOK - Published: 2023-01-09 - Publisher: KIT Scientific Publishing

DOWNLOAD EBOOK

This work presents model-based algorithmic approaches for interference-invariant time delay estimation, which are specifically suited for the estimation of smal