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Evaluation of a segmentation algorithm designed for an FPGA implementation (doi:10.1117/12.2025473)

Schwenk, Kurt and Schönermark, Maria and Huber, Felix (2013) Evaluation of a segmentation algorithm designed for an FPGA implementation (doi:10.1117/12.2025473). SPIE Digital Library. SPIE Remote Sensing, 23. - 25. Sept 2013, Dresden, Germany.

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Official URL: http://dx.doi.org/10.1117/12.2028660

Abstract

The present work has to be seen in the context of real-time on-board image evaluation of optical satellite data. With on board image evaluation more useful data can be acquired, the time to get requested information can be decreased and new real-time applications are possible. Because of the relative high processing power in comparison to the low power consumption, Field Programmable Gate Array (FPGA) technology has been chosen as an adequate hardware platform for image processing tasks. One fundamental part for image evaluation is image segmentation. It is a basic tool to extract spatial image information which is very important for many applications such as object detection. Therefore a special segmentation algorithm using the advantages of FPGA technology has been developed. The aim of this work is the evaluation of this algorithm. Segmentation evaluation is a difficult task. The most common way for evaluating the performance of a segmentation method is still subjective evaluation, in which human experts determine the quality of a segmentation. This way is not in compliance with our needs. The evaluation process has to provide a reasonable quality assessment, should be objective, easy to interpret and simple to execute. To reach these requirements a so called Segmentation Accuracy Equality norm (SA EQ) was created, which compares the difference of two segmentation results. It can be shown that this norm is capable as a first quality measurement. Due to its objectivity and simplicity the algorithm has been tested on a specially chosen synthetic test model. In this work the most important results of the quality assessment will be presented.

Item URL in elib:https://elib.dlr.de/90394/
Document Type:Conference or Workshop Item (Speech)
Title:Evaluation of a segmentation algorithm designed for an FPGA implementation (doi:10.1117/12.2025473)
Authors:
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Schwenk, KurtKurt.Schwenk (at) dlr.deUNSPECIFIED
Schönermark, Mariamaria.schoenermark (at) dlr.deUNSPECIFIED
Huber, Felixfelix.huber (at) dlr.deUNSPECIFIED
Date:2013
Refereed publication:Yes
Open Access:Yes
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Volume:8892
Page Range:p. 889208
Publisher:SPIE Digital Library
Series Name:SPIE Proceedings
Status:Published
Keywords:Field programmable gate arrays ; Quality measurement ; Image analysis ; Image processing ; Image segmentation ; Computer hardware
Event Title:SPIE Remote Sensing
Event Location:Dresden, Germany
Event Type:international Conference
Event Dates:23. - 25. Sept 2013
Organizer:International Society for Optics and Photonics
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Space Technology
DLR - Research area:Raumfahrt
DLR - Program:R SY - Technik für Raumfahrtsysteme
DLR - Research theme (Project):R - Raumflugbetrieb / Missionstechnologie
Location: Oberpfaffenhofen
Institutes and Institutions:Space Operations and Astronaut Training > Space Flight Technology
Deposited By: Götz, Katharina
Deposited On:29 Aug 2014 10:46
Last Modified:31 Jul 2019 19:47

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