Accuracy assessment of 3-dimensional LiDAR building extraction
This study intent to perform an accuracy assessment of building extraction from Light Detection and Ranging (LiDAR) derived Digital Surface Model (DSM). A normalized DSM was extracted to separate the buildings from other spatial features. Slope and aspect analyses were conducted based upon segmentat...
Saved in:
Published in | 2018 IEEE 14th International Colloquium on Signal Processing & Its Applications (CSPA) pp. 261 - 266 |
---|---|
Main Authors | , , , , |
Format | Conference Proceeding |
Language | English |
Published |
IEEE
01.03.2018
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | This study intent to perform an accuracy assessment of building extraction from Light Detection and Ranging (LiDAR) derived Digital Surface Model (DSM). A normalized DSM was extracted to separate the buildings from other spatial features. Slope and aspect analyses were conducted based upon segmentation to extract building points. Furthermore, height of building was estimated from contour analysis. Hence, an accuracy assessment was done and findings were documented. As a result, the percentage of error assessment was less than 10 percent compared to building footprint. In addition, there was only a slight difference between building's height extracted from LiDAR point cloud and height measured on the ground. It certifies that the height of building estimated from 3-D LiDAR is within 1m tolerance. The segmentation applied based on contour, slope and aspect analyses indicated that the approach can derive reliable and accurate results in extracting building points and estimating building's height. The findings from this study demonstrated the capability and the effectiveness of LiDAR data. |
---|---|
AbstractList | This study intent to perform an accuracy assessment of building extraction from Light Detection and Ranging (LiDAR) derived Digital Surface Model (DSM). A normalized DSM was extracted to separate the buildings from other spatial features. Slope and aspect analyses were conducted based upon segmentation to extract building points. Furthermore, height of building was estimated from contour analysis. Hence, an accuracy assessment was done and findings were documented. As a result, the percentage of error assessment was less than 10 percent compared to building footprint. In addition, there was only a slight difference between building's height extracted from LiDAR point cloud and height measured on the ground. It certifies that the height of building estimated from 3-D LiDAR is within 1m tolerance. The segmentation applied based on contour, slope and aspect analyses indicated that the approach can derive reliable and accurate results in extracting building points and estimating building's height. The findings from this study demonstrated the capability and the effectiveness of LiDAR data. |
Author | Rasam, Abdul Rauf Abdul Halim, Maisarah Abdul Saraf, Noraain Mohamed Hamid, Juazer Rizal Abdul Lin, Saharuddin |
Author_xml | – sequence: 1 givenname: Noraain Mohamed surname: Saraf fullname: Saraf, Noraain Mohamed organization: Faculty of Architecture, Planning and Surveying, Universiti Teknologi MARA, 40450 Shah Alam, Selangor Malaysia – sequence: 2 givenname: Juazer Rizal Abdul surname: Hamid fullname: Hamid, Juazer Rizal Abdul organization: Faculty of Architecture, Planning and Surveying, Universiti Teknologi MARA, 40450 Shah Alam, Selangor Malaysia – sequence: 3 givenname: Maisarah Abdul surname: Halim fullname: Halim, Maisarah Abdul organization: Faculty of Architecture, Planning and Surveying, Universiti Teknologi MARA, 40450 Shah Alam, Selangor Malaysia – sequence: 4 givenname: Abdul Rauf Abdul surname: Rasam fullname: Rasam, Abdul Rauf Abdul organization: Faculty of Architecture, Planning and Surveying, Universiti Teknologi MARA, 40450 Shah Alam, Selangor Malaysia – sequence: 5 givenname: Saharuddin surname: Lin fullname: Lin, Saharuddin organization: Faculty of Architecture, Planning and Surveying, Universiti Teknologi MARA, 40450 Shah Alam, Selangor Malaysia |
BookMark | eNotj89KxDAYxCPoQdd9APGSF2jNv6ZfLkKpugoFl3XvS5p8kUA3laYL7ttbcE8zMPyGmTtyncaEhDxwVnLOzFP7tW1KwTiUIDXUQl6RtamBVxI0kwBwS54b506TdWdqc8acj5hmOgYqCx8Xn-OY7EC7-NLsaH-Kg4_pm-LvvCDzkt2Tm2CHjOuLrsj-7XXfvhfd5-ajbboiGjYXlUPlgSktONNaC72Mk8paUEGh6_tagZaVEz5IE7hjnPngnekVsFo7jXJFHv9rIyIefqZ4tNP5cDkl_wDFfEUm |
ContentType | Conference Proceeding |
DBID | 6IE 6IL CBEJK RIE RIL |
DOI | 10.1109/CSPA.2018.8368723 |
DatabaseName | IEEE Electronic Library (IEL) Conference Proceedings IEEE Proceedings Order Plan All Online (POP All Online) 1998-present by volume IEEE Xplore All Conference Proceedings IEEE Electronic Library (IEL) IEEE Proceedings Order Plans (POP All) 1998-Present |
DatabaseTitleList | |
Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
DeliveryMethod | fulltext_linktorsrc |
EISBN | 9781538603888 1538603896 9781538603895 1538603888 |
EndPage | 266 |
ExternalDocumentID | 8368723 |
Genre | orig-research |
GroupedDBID | 6IE 6IL CBEJK RIE RIL |
ID | FETCH-LOGICAL-i90t-5ce4d80462106662610934aa84f4ecbb748635c2df39f1c010dfdc9b48076c6e3 |
IEDL.DBID | RIE |
IngestDate | Thu Jun 29 18:39:37 EDT 2023 |
IsPeerReviewed | false |
IsScholarly | false |
Language | English |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-i90t-5ce4d80462106662610934aa84f4ecbb748635c2df39f1c010dfdc9b48076c6e3 |
PageCount | 6 |
ParticipantIDs | ieee_primary_8368723 |
PublicationCentury | 2000 |
PublicationDate | 2018-March |
PublicationDateYYYYMMDD | 2018-03-01 |
PublicationDate_xml | – month: 03 year: 2018 text: 2018-March |
PublicationDecade | 2010 |
PublicationTitle | 2018 IEEE 14th International Colloquium on Signal Processing & Its Applications (CSPA) |
PublicationTitleAbbrev | CSPA |
PublicationYear | 2018 |
Publisher | IEEE |
Publisher_xml | – name: IEEE |
Score | 1.7020763 |
Snippet | This study intent to perform an accuracy assessment of building extraction from Light Detection and Ranging (LiDAR) derived Digital Surface Model (DSM). A... |
SourceID | ieee |
SourceType | Publisher |
StartPage | 261 |
SubjectTerms | 3-D LiDAR accuracy assessment building extraction Buildings Data mining Data models Feature extraction Laser radar Solid modeling Three-dimensional displays |
Title | Accuracy assessment of 3-dimensional LiDAR building extraction |
URI | https://ieeexplore.ieee.org/document/8368723 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1NSwMxEB3anjyptOI3OXg022aT7iYXoVSliErRCr2VZJJAEVopuwf99Sa7a0Xx4C2EQDIJZDKZ994AXCijfcqNptppT4U2LNyDKaNcs9xq5zAzFcr3MZu8iLv5cN6Cyy0XxjlXgc9cEptVLt-usYxfZX3JM5mnvA3tELjVXK0mUckGqj9-no4iVksmzbgfBVMqf3G7Cw9fM9UwkdekLEyCH79EGP-7lD3ofTPzyHTrc_ah5VZduBohlhuN70RvdTbJ2hNObdTur3U3yP3yevRETFMGm4RLeVOTGnowu72ZjSe0qYtAl2pQ0CE6YWUklbIYfKRRMJ0LraXwwqExuZDhFYGp9Vx5hiHgst6iMpE8nmHm-AF0VuuVOwTCfB5eWI5JiUpYgVoOUIjUKqGEsDk_gm40ffFWK18sGquP_-4-gZ24_TVC6xQ6xaZ0Z8FlF-a8OqtPAv6YrA |
linkProvider | IEEE |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1NSwMxEB1qPehJpRW_zcGju2026W5yEUq1VG1L0Qq9lWSSQBFaKbsH_fVudteK4sFbCIFkCMxH8t4bgCuplYuYVoGyygVcaZr7wYgGTNHEKGsx1gXKdxwPXvjDrDOrwfWGC2OtLcBnNvTD4i_frDDzT2UtwWKRRGwLtvO436ElW6v6qqRt2eo9T7oerSXCauWPlilFxOjvwehrrxIo8hpmqQ7x45cM438Psw_Nb24emWyizgHU7LIBN13EbK3wnaiN0iZZOcIC49X7S-UNMlzcdp-Irhphk9wtr0taQxOm_btpbxBUnRGChWynQQctN8LTSqkvPyIvmc64UoI7blHrhIs8j8DIOCYdxbzkMs6g1J4-HmNs2SHUl6ulPQJCXZLnWJYKgZIbjkq0kfPISC45Nwk7hoY3ff5Wal_MK6tP_p6-hJ3BdDScD-_Hj6ew66-ixGudQT1dZ_Y8D-Cpviju7RMtupv1 |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=proceeding&rft.title=2018+IEEE+14th+International+Colloquium+on+Signal+Processing+%26+Its+Applications+%28CSPA%29&rft.atitle=Accuracy+assessment+of+3-dimensional+LiDAR+building+extraction&rft.au=Saraf%2C+Noraain+Mohamed&rft.au=Hamid%2C+Juazer+Rizal+Abdul&rft.au=Halim%2C+Maisarah+Abdul&rft.au=Rasam%2C+Abdul+Rauf+Abdul&rft.date=2018-03-01&rft.pub=IEEE&rft.spage=261&rft.epage=266&rft_id=info:doi/10.1109%2FCSPA.2018.8368723&rft.externalDocID=8368723 |