Efficient Algorithms for Large-Scale Image Analysis

This work develops highly efficient algorithms for analyzing large images. Applications include object-based change detection and screening. The algorithms are 10-100 times as fast as existing software, sometimes even outperforming FGPA/GPU hardware, because they are designed to suit the computer ar...

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Main Author: Wassenberg, Jan
Format: Online
Language:English
Published: KIT Scientific Publishing 2021
Subjects:
Online Access:34489
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author Wassenberg, Jan
author_browse Wassenberg, Jan
author_facet Wassenberg, Jan
author_sort Wassenberg, Jan
collection Directory of Open Access Books
description This work develops highly efficient algorithms for analyzing large images. Applications include object-based change detection and screening. The algorithms are 10-100 times as fast as existing software, sometimes even outperforming FGPA/GPU hardware, because they are designed to suit the computer architecture. This thesis describes the implementation details and the underlying algorithm engineering methodology, so that both may also be applied to other applications.
format Online
id doab-20.500.12854ir-45903
institution Directory of Open Access Books
language eng
publishDate 2021
publishDateRange 2021
publishDateSort 2021
publisher KIT Scientific Publishing
publisherStr KIT Scientific Publishing
record_format ojs
spelling doab-20.500.12854ir-459032023-12-20T18:40:45Z Efficient Algorithms for Large-Scale Image Analysis Wassenberg, Jan QA75.5-76.95 image processing algorithm engineering SIMD image analysis lossless image compression bic Book Industry Communication::U Computing & information technology::UY Computer science This work develops highly efficient algorithms for analyzing large images. Applications include object-based change detection and screening. The algorithms are 10-100 times as fast as existing software, sometimes even outperforming FGPA/GPU hardware, because they are designed to suit the computer architecture. This thesis describes the implementation details and the underlying algorithm engineering methodology, so that both may also be applied to other applications. 2021-02-11T12:10:41Z 2021-02-11T12:10:41Z 2019-07-30 20:01:58 2012 book 34489 18665934 9783866447868 https://directory.doabooks.org/handle/20.500.12854/45903 eng Schriftenreihe Automatische Sichtprüfung und Bildverarbeitung image/jpeg Attribution-NonCommercial-NoDerivatives 4.0 International https://www.ksp.kit.edu/9783866447868 KIT Scientific Publishing 10.5445/KSP/1000025309 10.5445/KSP/1000025309 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783866447868 XVIII, 201 p. open access
spellingShingle QA75.5-76.95
image processing
algorithm engineering
SIMD
image analysis
lossless image compression
bic Book Industry Communication::U Computing & information technology::UY Computer science
Wassenberg, Jan
Efficient Algorithms for Large-Scale Image Analysis
title Efficient Algorithms for Large-Scale Image Analysis
title_full Efficient Algorithms for Large-Scale Image Analysis
title_fullStr Efficient Algorithms for Large-Scale Image Analysis
title_full_unstemmed Efficient Algorithms for Large-Scale Image Analysis
title_short Efficient Algorithms for Large-Scale Image Analysis
title_sort efficient algorithms for large scale image analysis
topic QA75.5-76.95
image processing
algorithm engineering
SIMD
image analysis
lossless image compression
bic Book Industry Communication::U Computing & information technology::UY Computer science
topic_facet QA75.5-76.95
image processing
algorithm engineering
SIMD
image analysis
lossless image compression
bic Book Industry Communication::U Computing & information technology::UY Computer science
url 34489
work_keys_str_mv AT wassenbergjan efficientalgorithmsforlargescaleimageanalysis