Reconstruction from Spatio-Spectrally Coded Multispectral Light Fields

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 approac...

Full description

Saved in:
Bibliographic Details
Main Author: Schambach, Maximilian (auth)
Format: Electronic Book Chapter
Language:English
Published: KIT Scientific Publishing 2022
Series:Forschungsberichte aus der Industriellen Informationstechnik
Subjects:
Online Access:DOAB: download the publication
DOAB: description of the publication
Tags: Add Tag
No Tags, Be the first to tag this record!

MARC

LEADER 00000naaaa2200000uu 4500
001 doab_20_500_12854_93332
005 20221026
003 oapen
006 m o d
007 cr|mn|---annan
008 20221026s2022 xx |||||o ||| 0|eng d
020 |a KSP/1000148072 
040 |a oapen  |c oapen 
024 7 |a 10.5445/KSP/1000148072  |c doi 
041 0 |a eng 
042 |a dc 
072 7 |a THR  |2 bicssc 
100 1 |a Schambach, Maximilian  |4 auth 
245 1 0 |a Reconstruction from Spatio-Spectrally Coded Multispectral Light Fields 
260 |b KIT Scientific Publishing  |c 2022 
300 |a 1 electronic resource (238 p.) 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
338 |a online resource  |b cr  |2 rdacarrier 
490 1 |a Forschungsberichte aus der Industriellen Informationstechnik 
506 0 |a Open Access  |2 star  |f Unrestricted online access 
520 |a 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. 
540 |a Creative Commons  |f https://creativecommons.org/licenses/by-sa/4.0/  |2 cc  |4 https://creativecommons.org/licenses/by-sa/4.0/ 
546 |a English 
650 7 |a Electrical engineering  |2 bicssc 
653 |a Computer Vision; Lichtfelder; Multispektrale Bildgebung; Compressed Sensing; Deep Learning; computer vision; light fields; multispectral imaging; compressed sensing; deep learning 
856 4 0 |a www.oapen.org  |u https://library.oapen.org/bitstream/20.500.12657/59047/1/reconstruction-from-spatio-spectrally-coded-multispectral-light-fields.pdf  |7 0  |z DOAB: download the publication 
856 4 0 |a www.oapen.org  |u https://directory.doabooks.org/handle/20.500.12854/93332  |7 0  |z DOAB: description of the publication