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3D Reconstruction of the Historic Baalbek/Lebanon Based on ... - CIPA

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<str<strong>on</strong>g>3D</str<strong>on</strong>g> RECONSTRUCTION OF THE HISTORIC BAALBEK/LIBANON BASED ON<br />

HISTORICAL AERIAL, OBLIQUE AND TERRESTERIAL PHOTOS<br />

A. Alamouri a , L. Gruendig b<br />

Institute for Geodesy and Geoinformati<strong>on</strong>, Technical University <str<strong>on</strong>g>of</str<strong>on</strong>g> Berlin, Straße des 17. Juni, 10623 Berlin, Germany<br />

alamouri@mailbox.tu-berlin.de, gruendig@inge3.bv.tu-berlin.de<br />

Commissi<strong>on</strong> V, WG V/2<br />

KEY WORDS: Orientati<strong>on</strong>, Orthophoto, Mosaic, Geometry, Distorti<strong>on</strong>, <str<strong>on</strong>g>Rec<strong>on</strong>structi<strong>on</strong></str<strong>on</strong>g><br />

ABSTRACT:<br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> is an important urban heritage site due to <str<strong>on</strong>g>the</str<strong>on</strong>g> 5000 years <str<strong>on</strong>g>of</str<strong>on</strong>g> history in <str<strong>on</strong>g>the</str<strong>on</strong>g> city. Therefore, <str<strong>on</strong>g>the</str<strong>on</strong>g> documentati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> historic<br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> should be respected. For this purpose <str<strong>on</strong>g>the</str<strong>on</strong>g> historical images <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> were used which are classified into three types:<br />

vertical, oblique and terrestrial photos. The photos have poor properties (different cameras used and no primary data <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> camera<br />

parameters, high image noise, in additi<strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> images were taken in different dates). Due to <str<strong>on</strong>g>the</str<strong>on</strong>g>se properties an optimal images<br />

orientati<strong>on</strong> should be enforced to know by which combinati<strong>on</strong> and order <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> images orientati<strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> optimal orientati<strong>on</strong> parameters<br />

could be estimated. <str<strong>on</strong>g>Based</str<strong>on</strong>g> <strong>on</strong> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s oriented photos <str<strong>on</strong>g>3D</str<strong>on</strong>g> object points could be measured to rec<strong>on</strong>struct <str<strong>on</strong>g>3D</str<strong>on</strong>g> objects. This paper<br />

investigates <str<strong>on</strong>g>the</str<strong>on</strong>g> combinati<strong>on</strong> between <str<strong>on</strong>g>the</str<strong>on</strong>g> different image types to achieve an optimal <str<strong>on</strong>g>3D</str<strong>on</strong>g> object rec<strong>on</strong>structi<strong>on</strong>; moreover, <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

geodetic and geometric accuracy <str<strong>on</strong>g>of</str<strong>on</strong>g> additi<strong>on</strong>al <str<strong>on</strong>g>3D</str<strong>on</strong>g> points extracted will be c<strong>on</strong>trolled. Additi<strong>on</strong>ally, it will be determined in which<br />

photo/photos an object point is existed and from which photo this point could be optimal recorded. The results <str<strong>on</strong>g>of</str<strong>on</strong>g> this study will be<br />

c<strong>on</strong>sidered a data base for o<str<strong>on</strong>g>the</str<strong>on</strong>g>r applicati<strong>on</strong>s in <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s space (e.g. Geoinformati<strong>on</strong> System GIS, <str<strong>on</strong>g>3D</str<strong>on</strong>g> CityGML: <str<strong>on</strong>g>3D</str<strong>on</strong>g> City<br />

Geography Markup Language). This leads to create a c<strong>on</strong>cept, with it, <str<strong>on</strong>g>the</str<strong>on</strong>g> o<str<strong>on</strong>g>the</str<strong>on</strong>g>r users (e.g. archaeologists, architects, etc.) can derive<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> requested data without <str<strong>on</strong>g>the</str<strong>on</strong>g> primary geometric informati<strong>on</strong> from oriented photos; that means an interactive and web-based<br />

evaluati<strong>on</strong> has to be taken in <str<strong>on</strong>g>the</str<strong>on</strong>g> account.<br />

1. INTRODUCTION<br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> is situated <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> nor<str<strong>on</strong>g>the</str<strong>on</strong>g>rn <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> Beqaa-Plain/Liban<strong>on</strong><br />

which was settled in <str<strong>on</strong>g>the</str<strong>on</strong>g> beginning <str<strong>on</strong>g>of</str<strong>on</strong>g> 3rd millennium BC (Van<br />

Ess, 1998). The old preserved dwellings validate <str<strong>on</strong>g>the</str<strong>on</strong>g> historical<br />

importance <str<strong>on</strong>g>of</str<strong>on</strong>g> this city. Existing <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> Roman Col<strong>on</strong>ia Iulia<br />

Augusta Felix Berytus 15 BC was <str<strong>on</strong>g>the</str<strong>on</strong>g> reas<strong>on</strong> that <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> had a<br />

settlement <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> Roman veteran.<br />

Additi<strong>on</strong>ally, <str<strong>on</strong>g>the</str<strong>on</strong>g> c<strong>on</strong>structi<strong>on</strong>s such as <str<strong>on</strong>g>the</str<strong>on</strong>g> temples: Jupiter,<br />

Bacchus and Venus are witnesses <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s w<strong>on</strong>derful<br />

c<strong>on</strong>structi<strong>on</strong>. The sanctuary was designed in a new form and<br />

built in a m<strong>on</strong>umentality which was not known before. Through<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> 4. th - 7. th century <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> got more Christain churches which<br />

could displace but slowly in <str<strong>on</strong>g>the</str<strong>on</strong>g> old cults. The Islamic empire<br />

(12 th – 14 th century) had c<strong>on</strong>verted <str<strong>on</strong>g>the</str<strong>on</strong>g> site <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> temples into a<br />

great fort. Since 1984 <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> is c<strong>on</strong>sidered through <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

UNESCO as an important <strong>on</strong>e <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> urban heritages in <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

world. According to <str<strong>on</strong>g>the</str<strong>on</strong>g> historic importance <str<strong>on</strong>g>of</str<strong>on</strong>g> this site <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

documentati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> historic <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> should be achieved to<br />

help us to understand <str<strong>on</strong>g>the</str<strong>on</strong>g> historical changes <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> from <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

prehistoric date up to 20 th century. The intended documentati<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> will be enforced using <str<strong>on</strong>g>the</str<strong>on</strong>g> photogrammetric<br />

evaluati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> graphical materials <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>. Basically,<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g>re are three image types <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>: vertical, oblique and<br />

terrestrial photos. These images have poor properties (such as:<br />

no a priori data about <str<strong>on</strong>g>the</str<strong>on</strong>g> cameras used, different scales <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

images, different altitudes <str<strong>on</strong>g>of</str<strong>on</strong>g> flight, <str<strong>on</strong>g>the</str<strong>on</strong>g> c<strong>on</strong>trast <str<strong>on</strong>g>of</str<strong>on</strong>g> gray values<br />

is relative high, in additi<strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> images were taken in different<br />

dates). Therefore, an optimal image orientati<strong>on</strong> process should<br />

be performed to know by which combinati<strong>on</strong> and order <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

images orientati<strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> optimal results (interior and exterior<br />

orientati<strong>on</strong> parameters) could be estimated.<br />

1<br />

The orientati<strong>on</strong> process was achieved based <strong>on</strong> a new approach<br />

for relative orientati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> historical photos. This approach<br />

c<strong>on</strong>sists <str<strong>on</strong>g>of</str<strong>on</strong>g> three strategies; <str<strong>on</strong>g>the</str<strong>on</strong>g> first <strong>on</strong>e is <str<strong>on</strong>g>the</str<strong>on</strong>g> orientati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

each image type in a separated block with its special properties<br />

(e.g. for each type a special camera was assumed) <str<strong>on</strong>g>the</str<strong>on</strong>g>n <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

bundle block adjustment was implemented. The sec<strong>on</strong>d is <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

performance <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> orientati<strong>on</strong> process <strong>on</strong>ly for <str<strong>on</strong>g>the</str<strong>on</strong>g> vertical and<br />

oblique photos toge<str<strong>on</strong>g>the</str<strong>on</strong>g>r. The last <strong>on</strong>e is all types <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s<br />

photos were assembled in <str<strong>on</strong>g>the</str<strong>on</strong>g> same block <str<strong>on</strong>g>the</str<strong>on</strong>g>n <str<strong>on</strong>g>the</str<strong>on</strong>g> triangulati<strong>on</strong><br />

process was enforced (see Alamouri et al., 2008). Building <strong>on</strong><br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> oriented model <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> photos, <str<strong>on</strong>g>the</str<strong>on</strong>g> space object points could<br />

be measured in order to re-c<strong>on</strong>struct <str<strong>on</strong>g>3D</str<strong>on</strong>g> objects. In this step, <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

re-c<strong>on</strong>structi<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> applicable points will be investigated<br />

as well as <str<strong>on</strong>g>the</str<strong>on</strong>g> geodetic and geometric quality <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> applicable<br />

<str<strong>on</strong>g>3D</str<strong>on</strong>g> points measured will be c<strong>on</strong>trolled. This check is essential<br />

for fur<str<strong>on</strong>g>the</str<strong>on</strong>g>r work steps (e.g. <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s <str<strong>on</strong>g>3D</str<strong>on</strong>g> CityGML)<br />

On <str<strong>on</strong>g>the</str<strong>on</strong>g> o<str<strong>on</strong>g>the</str<strong>on</strong>g>r hand object points extracted should be classified so<br />

that it could be known: from which camera a point was taken<br />

and from which photo this point will be optimal shown.<br />

Basically, <str<strong>on</strong>g>the</str<strong>on</strong>g>re are important requirements which have to be<br />

respected by <str<strong>on</strong>g>the</str<strong>on</strong>g> re-c<strong>on</strong>structi<strong>on</strong> process (e.g. <str<strong>on</strong>g>the</str<strong>on</strong>g> rec<strong>on</strong>structed<br />

model should be useable for next applicati<strong>on</strong>s which will be<br />

achieved by o<str<strong>on</strong>g>the</str<strong>on</strong>g>r users, e.g. historians, archaeologists, etc.).<br />

The re-c<strong>on</strong>structi<strong>on</strong> procedure <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> object points measured<br />

c<strong>on</strong>sists <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> following stages:<br />

• Creati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s orthophotos based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> oriented<br />

historical images. In this step it is necessary to create a<br />

Digital Terrain Model (DTM) <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> studied area.<br />

• Generati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s mosaic.<br />

• 2D coordinates extracti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> object points depending <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

regi<strong>on</strong> mosaic created.


• The values <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> 3 rd dimensi<strong>on</strong> Z <str<strong>on</strong>g>of</str<strong>on</strong>g> measured 2D points<br />

were integrated using <str<strong>on</strong>g>the</str<strong>on</strong>g> oblique and terrestrial photos <strong>on</strong> <strong>on</strong>e<br />

hand and <str<strong>on</strong>g>the</str<strong>on</strong>g> stereoscopic analysis <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> o<str<strong>on</strong>g>the</str<strong>on</strong>g>r hand.<br />

The work led to <str<strong>on</strong>g>the</str<strong>on</strong>g> result that <str<strong>on</strong>g>the</str<strong>on</strong>g> geometric modelling <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

studied area was achieved. The geometric informati<strong>on</strong> will be<br />

c<strong>on</strong>sidered a data base for <str<strong>on</strong>g>the</str<strong>on</strong>g> Geoinformati<strong>on</strong> System <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s space. Therefore, a c<strong>on</strong>cept could be enforced; with it<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> o<str<strong>on</strong>g>the</str<strong>on</strong>g>r users (e.g. archaeologists, architects, etc.) can acquire<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g>ir requested data without <str<strong>on</strong>g>the</str<strong>on</strong>g> primary geometric informati<strong>on</strong><br />

from <str<strong>on</strong>g>the</str<strong>on</strong>g> oriented images that means an interactive and webbased<br />

evaluati<strong>on</strong> is essential to support and provide different<br />

requirements <str<strong>on</strong>g>of</str<strong>on</strong>g> customers or users. On o<str<strong>on</strong>g>the</str<strong>on</strong>g>r hand <str<strong>on</strong>g>the</str<strong>on</strong>g> quality <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

<str<strong>on</strong>g>3D</str<strong>on</strong>g> features derived allows to use <str<strong>on</strong>g>the</str<strong>on</strong>g> data to generate a <str<strong>on</strong>g>3D</str<strong>on</strong>g><br />

CityGML model <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> (according to <str<strong>on</strong>g>the</str<strong>on</strong>g> City Geography<br />

Markup Language, City GML; <str<strong>on</strong>g>the</str<strong>on</strong>g> internati<strong>on</strong>al standard for <str<strong>on</strong>g>3D</str<strong>on</strong>g><br />

City models, Gröger et al., 2008).<br />

2. CORRESPONDING SEARCHES<br />

The current activities in <str<strong>on</strong>g>the</str<strong>on</strong>g> city <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> are being c<strong>on</strong>ducted in<br />

different areas <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> Roman town <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>. In this c<strong>on</strong>text,<br />

basically, different documentati<strong>on</strong>s, drawings and stratigraphic<br />

analyses <str<strong>on</strong>g>of</str<strong>on</strong>g> areas and buildings were achieved and discussed.<br />

The projects could be classified as following (according to Van<br />

Ess et al. 2003):<br />

- Bustan el Khan in <str<strong>on</strong>g>the</str<strong>on</strong>g> 1960s, 1970s and 2001-2004<br />

- Area <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> Venus temple since 2002<br />

- Qala’a in 1960s and Sheikh Abdullah since 2002<br />

The results <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> abovementi<strong>on</strong>ed works based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> town<br />

history and geodesy indicated some new important assumpti<strong>on</strong>s<br />

c<strong>on</strong>cerning <str<strong>on</strong>g>the</str<strong>on</strong>g> chr<strong>on</strong>ological sequences <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> w<strong>on</strong>derful<br />

c<strong>on</strong>structi<strong>on</strong>s <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> temples and <str<strong>on</strong>g>the</str<strong>on</strong>g>ir interrelati<strong>on</strong>ships.<br />

In <str<strong>on</strong>g>the</str<strong>on</strong>g> years (2005 and 2006) A. Klotz and M. Gessner worked<br />

<strong>on</strong>ly with <str<strong>on</strong>g>the</str<strong>on</strong>g> aerial vertical images <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> to create<br />

orthophotos and rectified 2D plans. Although <str<strong>on</strong>g>the</str<strong>on</strong>g> scientific<br />

works and <str<strong>on</strong>g>the</str<strong>on</strong>g> researches in <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> started in <str<strong>on</strong>g>the</str<strong>on</strong>g> 18 th century,<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g>re are many unexplained questi<strong>on</strong>s which are posed<br />

c<strong>on</strong>cerning <str<strong>on</strong>g>the</str<strong>on</strong>g> town planning and its urban progress. These<br />

questi<strong>on</strong>s are c<strong>on</strong>sidered as additi<strong>on</strong>al motivati<strong>on</strong>s for this work<br />

especially with using <str<strong>on</strong>g>the</str<strong>on</strong>g> oblique and terrestrial photos <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>, which could be given more informati<strong>on</strong> about <str<strong>on</strong>g>the</str<strong>on</strong>g> city.<br />

3. WORK FLOW AND RESULTS<br />

3.1. Creati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> Digital Terrain Model (DTM) <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g><br />

According to (Kö<str<strong>on</strong>g>the</str<strong>on</strong>g>, 04/2000): “Digital Elevati<strong>on</strong> Model<br />

(DEM) is <str<strong>on</strong>g>the</str<strong>on</strong>g> digital stored XYZ-triples <str<strong>on</strong>g>of</str<strong>on</strong>g> a surface. It is very<br />

necessary to menti<strong>on</strong> which surface is meant by using <str<strong>on</strong>g>the</str<strong>on</strong>g> DEM<br />

(for example: DEM <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> vegetati<strong>on</strong> surface, DEM <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

ground water surface, DEM <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> earth surface, etc.). On <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

o<str<strong>on</strong>g>the</str<strong>on</strong>g>r hand <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM is <str<strong>on</strong>g>the</str<strong>on</strong>g> digital stored XYZ-triples <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

earth surface, <str<strong>on</strong>g>the</str<strong>on</strong>g>refore <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM is c<strong>on</strong>sidered, in practice, as<br />

<strong>on</strong>e special case <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> DEM; that means DTM = DEM <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

earth surface”.<br />

Basically, we c<strong>on</strong>cern <str<strong>on</strong>g>the</str<strong>on</strong>g> height values <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> ground by using a<br />

DTM. In <str<strong>on</strong>g>the</str<strong>on</strong>g> case <str<strong>on</strong>g>of</str<strong>on</strong>g> evaluati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> digital images <str<strong>on</strong>g>the</str<strong>on</strong>g> height<br />

differences <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> earth surface will lead to radial distorti<strong>on</strong>s.<br />

These distorti<strong>on</strong>s could be minimized in <str<strong>on</strong>g>the</str<strong>on</strong>g> digital images by<br />

using a DTM.<br />

2<br />

In practice, a generati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> DTMs depends mainly <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> input<br />

data (e.g. oriented digital images, topographical maps which<br />

should cover <str<strong>on</strong>g>the</str<strong>on</strong>g> whole area <str<strong>on</strong>g>of</str<strong>on</strong>g> interest, etc.). Depending <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s aerial images (vertical images type) it was difficult to<br />

create a well quality DTM from <str<strong>on</strong>g>the</str<strong>on</strong>g> oriented images, because<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g>y do not have a good state due to <str<strong>on</strong>g>the</str<strong>on</strong>g>ir poor properties.<br />

Therefore, a DTM was generated using topographical maps <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>. However, <str<strong>on</strong>g>the</str<strong>on</strong>g>re are two topographical maps <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> which were obtained from <str<strong>on</strong>g>the</str<strong>on</strong>g> institute <str<strong>on</strong>g>of</str<strong>on</strong>g> Francais du<br />

Proche Orient (IFPO) in Damascus. Both maps were scanned<br />

with <str<strong>on</strong>g>the</str<strong>on</strong>g> scan resoluti<strong>on</strong> (300 dpi). The Properties <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s<br />

maps implemented can be expressed as following:<br />

• Emissi<strong>on</strong> date is in <str<strong>on</strong>g>the</str<strong>on</strong>g> year 1962<br />

• The maps cover <str<strong>on</strong>g>the</str<strong>on</strong>g> whole area <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g><br />

• They have <str<strong>on</strong>g>the</str<strong>on</strong>g> scale (1: 20 000)<br />

• Ground resoluti<strong>on</strong> is ca. 1.7 m (with respect to pixel size)<br />

• Ellipsoid used is Clark 1880<br />

• Maps’ projecti<strong>on</strong> is stereographic<br />

• The interval <str<strong>on</strong>g>of</str<strong>on</strong>g> c<strong>on</strong>tour lines is 10 m<br />

• L<strong>on</strong>gitude line is 38°<br />

• Latitude line is 43° 50´<br />

In order to focus <strong>on</strong>ly <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> same area appearing in <str<strong>on</strong>g>the</str<strong>on</strong>g> vertical<br />

images type <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> a new map was derived based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

abovementi<strong>on</strong>ed topographic maps. This map is indicated with<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> name submap_baalbek. The derived map should be<br />

georeferenced <strong>on</strong>to <str<strong>on</strong>g>the</str<strong>on</strong>g> local system <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s vertical<br />

images; that means <str<strong>on</strong>g>the</str<strong>on</strong>g> new map should be associated with <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

vertical image coordinate system (<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s local system).<br />

Geometric C<strong>on</strong>trol Points (GCPs) take an important role in <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

georeference process in order to enforce <str<strong>on</strong>g>the</str<strong>on</strong>g> transformati<strong>on</strong><br />

between <str<strong>on</strong>g>the</str<strong>on</strong>g> map and <str<strong>on</strong>g>the</str<strong>on</strong>g> images. The critic number (n) <str<strong>on</strong>g>of</str<strong>on</strong>g> GCPs<br />

requested depends <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> order <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> transformati<strong>on</strong>. This<br />

number is given (Leica Geosystems, 2005):<br />

( t + 1)(<br />

t + 2)<br />

n =<br />

(1)<br />

2<br />

where: t is <str<strong>on</strong>g>the</str<strong>on</strong>g> order <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> transformati<strong>on</strong><br />

If <str<strong>on</strong>g>the</str<strong>on</strong>g> minimum number <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> GCPs is not satisfied, it will not<br />

be possible to resample <str<strong>on</strong>g>the</str<strong>on</strong>g> input data (<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s map); this<br />

means <str<strong>on</strong>g>the</str<strong>on</strong>g> georeference process will not be executed. In our<br />

case eight GCPs were applied into <str<strong>on</strong>g>the</str<strong>on</strong>g> process and <str<strong>on</strong>g>the</str<strong>on</strong>g> resample<br />

method selected was “Nearest Neighbour”. The map resulted<br />

has <str<strong>on</strong>g>the</str<strong>on</strong>g> output cell size ca. (0.98 m) for X and Y. The next step<br />

is <str<strong>on</strong>g>the</str<strong>on</strong>g> vector process with it <str<strong>on</strong>g>the</str<strong>on</strong>g> c<strong>on</strong>tour lines were digitalized<br />

using <str<strong>on</strong>g>the</str<strong>on</strong>g> vector tools which are based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> ESRI 1 data<br />

models. Through <str<strong>on</strong>g>the</str<strong>on</strong>g> digitalizati<strong>on</strong> process <str<strong>on</strong>g>the</str<strong>on</strong>g> c<strong>on</strong>tour lines<br />

interval was preserved as (10) m. The height values <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

c<strong>on</strong>tour lines (regard to <str<strong>on</strong>g>the</str<strong>on</strong>g> new resampled map) are in <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

range (1080-1450 m).<br />

The surfacing process was performed successfully and <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM<br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> was generated (a secti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s DTM created<br />

is shown in <str<strong>on</strong>g>the</str<strong>on</strong>g> Figure 1). The DTM properties could be<br />

summarized as following:<br />

• Output file name: dgm_karte_lokal<br />

• Cell size for X and Y is 9.00 m<br />

1 ESRI: Envir<strong>on</strong>mental Systems Research Institute


• The coordinates <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> upper left point: X=7605.35 m and<br />

Y=12298.39 m (in <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s local system)<br />

• The coordinates <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> lower right point: X=12534.97 m and<br />

Y=8313.97 m (in <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s local system)<br />

Fig. 1: A secti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s DTM (Height values in m)<br />

3.2. <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> orthophotos’ generati<strong>on</strong><br />

3.2.1. Definiti<strong>on</strong><br />

An orthophoto is an image transformed geometrically; this<br />

transformati<strong>on</strong> c<strong>on</strong>verts <str<strong>on</strong>g>the</str<strong>on</strong>g> original photo, which is in general<br />

distorted, into orthog<strong>on</strong>al projecti<strong>on</strong>. The orthog<strong>on</strong>al projecti<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> an image enables to display <str<strong>on</strong>g>the</str<strong>on</strong>g> object surface included in<br />

this image in an orthog<strong>on</strong>al view.<br />

The aforementi<strong>on</strong>ed transformati<strong>on</strong> process is called “image<br />

rectificati<strong>on</strong>”. The rectificati<strong>on</strong> process could be classified into<br />

planar or differential rectificati<strong>on</strong>. In our case <str<strong>on</strong>g>the</str<strong>on</strong>g> sec<strong>on</strong>d <strong>on</strong>e is<br />

requested, because <str<strong>on</strong>g>the</str<strong>on</strong>g> height differences <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> object points (or<br />

c<strong>on</strong>trol points) exceed <str<strong>on</strong>g>the</str<strong>on</strong>g> critic value ∆hmax which is calculated<br />

as following (Wiedemann, 2004):<br />

∆h max =<br />

ck ∆r max (2)<br />

r'max<br />

where: ∆rmax …. maximal distorti<strong>on</strong><br />

max r′ …….maximal radius <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> image<br />

……... focal length<br />

3.2.2. Orthophotos creati<strong>on</strong> using LPS<br />

Leica Photogrammetry Suite (LPS) is defined as a collecti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

integrated s<str<strong>on</strong>g>of</str<strong>on</strong>g>tware tools which <str<strong>on</strong>g>of</str<strong>on</strong>g>fer different photogrammetric<br />

processes (e.g. an orthophoto creati<strong>on</strong>, etc.) for <str<strong>on</strong>g>the</str<strong>on</strong>g> geospatial<br />

imaging applicati<strong>on</strong>s. The primary comp<strong>on</strong>ent <str<strong>on</strong>g>of</str<strong>on</strong>g> LPS is “LPS<br />

Project Manager” which reduces <str<strong>on</strong>g>the</str<strong>on</strong>g> cost and time associated<br />

with different photogrammetrical procedures (more details are<br />

presented in LPS user’s guide, Leica Geosystems, 2005).<br />

The vertical images used (in this step, seven vertical images)<br />

were saved in <str<strong>on</strong>g>the</str<strong>on</strong>g> block file “<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>.blk”. Orthophotos <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

oriented images - associated with <str<strong>on</strong>g>the</str<strong>on</strong>g> block file “<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>.blk”-<br />

were generated with respect to <str<strong>on</strong>g>the</str<strong>on</strong>g> orientati<strong>on</strong> parameters<br />

estimated <strong>on</strong> <strong>on</strong>e hand (Alamouri et al., 2008) and to <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

generated DTM in o<str<strong>on</strong>g>the</str<strong>on</strong>g>r hand. The cell size <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> orthophotos<br />

was computed automatically based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> scale and resoluti<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> images; in this c<strong>on</strong>text, <str<strong>on</strong>g>the</str<strong>on</strong>g> cell size is approximately<br />

bounded to 0.13 m for X and Y. The resample method “Bilinear<br />

3<br />

Interpolati<strong>on</strong>” was implemented due to <str<strong>on</strong>g>the</str<strong>on</strong>g> well quality <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

gray values’ calculati<strong>on</strong>. By this method <str<strong>on</strong>g>the</str<strong>on</strong>g> requested gray<br />

value <str<strong>on</strong>g>of</str<strong>on</strong>g> a pixel in <str<strong>on</strong>g>the</str<strong>on</strong>g> output image is computed building <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

four nearest neighbours (four nearest pixels, Fig. 2). The new<br />

gray value (g) is calculated based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> gray values g 1, g 2, g 3<br />

and g 4. It is given (Pum, 2003 & Luhmann, 2003):<br />

g = g1<br />

+ dx(<br />

g2<br />

− g1)<br />

+ dy(<br />

g3<br />

− g1)<br />

+ dx ⋅dy<br />

g − g − g + g )<br />

(3)<br />

( 4 2 3 1<br />

Fig. 2: The principle <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> bilinear interpolati<strong>on</strong><br />

The Figure (3) shows two original vertical images and <str<strong>on</strong>g>the</str<strong>on</strong>g>ir<br />

orthophotos created; (a: original image 1981, b: orthophoto<br />

1981, c: original image 2025 and d: orthophoto 2025).<br />

Fig. 3: Two original vertical images <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> (left) and <str<strong>on</strong>g>the</str<strong>on</strong>g>ir<br />

orthophotos generated (right)<br />

3.3. Regi<strong>on</strong> mosaic creati<strong>on</strong><br />

“The term mosaic can be defined as <str<strong>on</strong>g>the</str<strong>on</strong>g> m<strong>on</strong>tage process <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

multiple rectified images (multi-orthophotos) in order to merge<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g>m in uniform image” (Wiedemann, 2004). In this c<strong>on</strong>text;<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> geometric and radiometric adjustment <str<strong>on</strong>g>of</str<strong>on</strong>g> orthophotos has to<br />

be taken into <str<strong>on</strong>g>the</str<strong>on</strong>g> c<strong>on</strong>siderati<strong>on</strong>.<br />

The main task in this step is <str<strong>on</strong>g>the</str<strong>on</strong>g> generati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> cut lines<br />

between <str<strong>on</strong>g>the</str<strong>on</strong>g> orthophotos used. Cut lines performance depends<br />

<strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> overlaying between <str<strong>on</strong>g>the</str<strong>on</strong>g> images. N<strong>on</strong>-planar objects in <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

rectified images, in additi<strong>on</strong>, <str<strong>on</strong>g>the</str<strong>on</strong>g> image noise led to challenges<br />

through <str<strong>on</strong>g>the</str<strong>on</strong>g> overlaying between <str<strong>on</strong>g>the</str<strong>on</strong>g> historical images (e.g.<br />

objects matching and recogniti<strong>on</strong>, etc.). To define cut lines in an<br />

optimal way, a digitizing approach (semi-automatic) was used.<br />

An example <str<strong>on</strong>g>of</str<strong>on</strong>g> adjusted cut lines is presented in <str<strong>on</strong>g>the</str<strong>on</strong>g> Figure (4).


On <str<strong>on</strong>g>the</str<strong>on</strong>g> o<str<strong>on</strong>g>the</str<strong>on</strong>g>r hhand<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> histogrram<br />

matching aapproach<br />

was ussed<br />

to<br />

adjust <str<strong>on</strong>g>the</str<strong>on</strong>g> radiiometric<br />

failurees<br />

(noise, c<strong>on</strong>traast,<br />

brightness, etc.);<br />

so that <str<strong>on</strong>g>the</str<strong>on</strong>g> (orrthophoto<br />

-19855)<br />

was implemeented<br />

as a mustter<br />

for<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> gray valuees<br />

transformatii<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> orthophootos<br />

into <str<strong>on</strong>g>the</str<strong>on</strong>g> rregi<strong>on</strong><br />

mosaic (gray values adjustmment).<br />

An illusttrati<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> Baallbek’s<br />

mosaic based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> orthophootos<br />

is shown inn<br />

(Figure 5).<br />

Fig. 4: A secti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> threee<br />

cut lines creaated<br />

between 3<br />

orthophootos<br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>k<br />

Fig. 5: B<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s<br />

mosaaic<br />

based <strong>on</strong> sevven<br />

orthophos<br />

3.4. Features acquisiti<strong>on</strong> annd<br />

fusi<strong>on</strong><br />

3.4.1. Extractti<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> 2D objeects<br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s mossaic<br />

created waas<br />

regarded a baasic<br />

source to extract<br />

2D coordinatees<br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> requested objects. In ourr<br />

project <str<strong>on</strong>g>the</str<strong>on</strong>g> moost<br />

<str<strong>on</strong>g>of</str<strong>on</strong>g><br />

objects (incluuded<br />

in imagess)<br />

are buildinggs,<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g>refore itt<br />

was<br />

easier to exprress<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g>se buildings<br />

(also soome<br />

streets, rooutes)<br />

through polygg<strong>on</strong><br />

(or multiplle<br />

polyg<strong>on</strong>s) annd<br />

save it as vvector<br />

data (Figure 6). The vectoor<br />

tools are baased<br />

<strong>on</strong> ESRI data<br />

models, <str<strong>on</strong>g>the</str<strong>on</strong>g>reefore<br />

ESRI shaape<br />

files can bbe<br />

used for fuur<str<strong>on</strong>g>the</str<strong>on</strong>g>r<br />

works withouut<br />

c<strong>on</strong>versi<strong>on</strong>. Each vector layer has attriibutes<br />

which includee<br />

different paraameters<br />

(for e. .g. area <str<strong>on</strong>g>of</str<strong>on</strong>g> polyg<strong>on</strong>,<br />

perimeter <str<strong>on</strong>g>of</str<strong>on</strong>g> a polyg<strong>on</strong>). Thhe<br />

n<strong>on</strong>-buildingg<br />

objects (e.g. trees,<br />

vegetati<strong>on</strong>) caan<br />

be modelledd<br />

as discrete pooints.<br />

The distinncti<strong>on</strong><br />

4<br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> ob bjects in <str<strong>on</strong>g>the</str<strong>on</strong>g> mosaic<br />

was <str<strong>on</strong>g>the</str<strong>on</strong>g> mmain<br />

problem in i <str<strong>on</strong>g>the</str<strong>on</strong>g> features’<br />

acqu uisiti<strong>on</strong> process because <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> high noise and d c<strong>on</strong>trast in <str<strong>on</strong>g>the</str<strong>on</strong>g>e<br />

imag ges <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>.<br />

Fig. 6: 2D daata<br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> extractedd<br />

buildings (shap pe-data)<br />

3.4.2 2. Integrati<strong>on</strong> o<str<strong>on</strong>g>of</str<strong>on</strong>g><br />

height valuees<br />

For each e 2D object extracted <str<strong>on</strong>g>the</str<strong>on</strong>g>ree<br />

is a Z-value associated a with. .<br />

In ot <str<strong>on</strong>g>the</str<strong>on</strong>g>r words, eacch<br />

Z-value is ggiven<br />

as a func cti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> 2DD<br />

posit ti<strong>on</strong> with <str<strong>on</strong>g>the</str<strong>on</strong>g> assumpti<strong>on</strong><br />

thatt<br />

a polyg<strong>on</strong> (i) has <str<strong>on</strong>g>the</str<strong>on</strong>g> heightt<br />

value e Zci related to t<str<strong>on</strong>g>the</str<strong>on</strong>g><br />

polyg<strong>on</strong> cenntroid<br />

(Xci, Yci) ):<br />

ZZc<br />

i = Z(<br />

Xci<br />

, Yc i )<br />

How wever, two apprroaches<br />

were uused<br />

to determ mine <str<strong>on</strong>g>the</str<strong>on</strong>g> heightt<br />

value es. The first is bbased<br />

<strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> orriented<br />

model <str<strong>on</strong>g>of</str<strong>on</strong>g> o <str<strong>on</strong>g>the</str<strong>on</strong>g> terrestriall<br />

and oblique o images <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>, whhereas<br />

a geome etric positi<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g>f<br />

an im mage point exissting<br />

at least inn<br />

two oriented images can bee<br />

deter rmined using thhe<br />

Epipolar Geoometry<br />

(Rodeho orst, 2004). Ann<br />

intersecti<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> at least two EEpipolar<br />

lines in an imagee<br />

deter rmines <str<strong>on</strong>g>the</str<strong>on</strong>g> positti<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> a requessted<br />

image poin nt as well as <str<strong>on</strong>g>the</str<strong>on</strong>g>e<br />

<str<strong>on</strong>g>3D</str<strong>on</strong>g> coordinates c assoociated<br />

with (Fiig.<br />

7).<br />

The sec<strong>on</strong>d <strong>on</strong>e is t<str<strong>on</strong>g>the</str<strong>on</strong>g><br />

stereoscopicc<br />

analysis which<br />

enables us too<br />

obtai in height valuees<br />

using a pair images oriented.<br />

Due to <str<strong>on</strong>g>the</str<strong>on</strong>g>e<br />

poor properties <str<strong>on</strong>g>of</str<strong>on</strong>g> B<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s<br />

imagges<br />

it was diffic cult to certain a<br />

point t positi<strong>on</strong> in ann<br />

image pair sellected<br />

exactly. This challengee<br />

led to t a point displlacement<br />

whichh<br />

affects <str<strong>on</strong>g>the</str<strong>on</strong>g> de eterminati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g>f<br />

heigh ht values. Figuure<br />

(8) displayys<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> Digital Stereo Modell<br />

(DSM M) created baseed<br />

<strong>on</strong> a selected<br />

oriented pair r <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> verticall<br />

imag ges <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>.<br />

Fig. F 7: Determiinati<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> pooint<br />

positi<strong>on</strong> ba ased <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

inntersecti<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> Eppipolar<br />

lines<br />

(4)


Fig. 8: Digital Stereo Model based <strong>on</strong> pair images <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g><br />

3.5. Classificati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> applicable <str<strong>on</strong>g>3D</str<strong>on</strong>g> object points<br />

An important task <str<strong>on</strong>g>of</str<strong>on</strong>g> this work is a creati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> applicable <str<strong>on</strong>g>3D</str<strong>on</strong>g><br />

points’ classificati<strong>on</strong>. It will enable us to know: from which<br />

camera an object point is taken as well as from which photo this<br />

point is optimal shown. This classificati<strong>on</strong> is necessary for o<str<strong>on</strong>g>the</str<strong>on</strong>g>r<br />

applicati<strong>on</strong>s (e.g. GIS, architecture, etc.).<br />

The principle <str<strong>on</strong>g>of</str<strong>on</strong>g> this classificati<strong>on</strong> intended could be classified<br />

into following steps:<br />

• Identificati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> a <str<strong>on</strong>g>3D</str<strong>on</strong>g> object point locati<strong>on</strong>; that means in<br />

which image/s <str<strong>on</strong>g>the</str<strong>on</strong>g> point requested exists (Figure 9, a).<br />

• Estimati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> standard deviati<strong>on</strong>s ( , and ) for<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> object point coordinates (Xi, Y i and Z i). The General<br />

Estimated Standard Deviati<strong>on</strong>s (GESDi = S i, Fig. 9, b) can<br />

be expressed:<br />

<br />

(5)<br />

where: i=1,…n; n number <str<strong>on</strong>g>of</str<strong>on</strong>g> applicable object points<br />

Fig. 9: classificati<strong>on</strong> principle <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> applicable points<br />

5<br />

The image index (ID) as well as image types (in this case: V =<br />

vertical, O = oblique and T= terrestrial) should be taken into <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

account. Therefore, <str<strong>on</strong>g>the</str<strong>on</strong>g> formula (5) could be given:<br />

<br />

(6)<br />

where: j is <str<strong>on</strong>g>the</str<strong>on</strong>g> image_ID and k is <str<strong>on</strong>g>the</str<strong>on</strong>g> image type<br />

• <str<strong>on</strong>g>Based</str<strong>on</strong>g> <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> minimum value <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> S i(kj) we can know that<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> object point (Pi) is optimally shown in <str<strong>on</strong>g>the</str<strong>on</strong>g> image which<br />

has an ID = j as well as <str<strong>on</strong>g>the</str<strong>on</strong>g> type (k).<br />

4. RESULTS QUALITY AND INTERPRETATION<br />

4.1. <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> DTM quality<br />

“The grid cell size is <str<strong>on</strong>g>the</str<strong>on</strong>g> most comm<strong>on</strong> criteri<strong>on</strong> c<strong>on</strong>cerning <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

quality <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM. An increasing <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> grid cell size leads to a<br />

decreasing <str<strong>on</strong>g>of</str<strong>on</strong>g> DTM resoluti<strong>on</strong> that means an increasing <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

generalizati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> real surface. The DTM precisi<strong>on</strong> with<br />

respect to <str<strong>on</strong>g>the</str<strong>on</strong>g> grid cell size and its altitude depends <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> slope<br />

gradient <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> real surface and <str<strong>on</strong>g>the</str<strong>on</strong>g> size <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> terrain unit. The<br />

DTM will be accurate created, if <str<strong>on</strong>g>the</str<strong>on</strong>g> real surface is steep and <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

terrain units are small. Units smaller than <str<strong>on</strong>g>the</str<strong>on</strong>g> grid cell size will<br />

not visible in <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM because <str<strong>on</strong>g>the</str<strong>on</strong>g>y just slip through <str<strong>on</strong>g>the</str<strong>on</strong>g> grid”<br />

(Kö<str<strong>on</strong>g>the</str<strong>on</strong>g>, 04/2000). The ground resoluti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> input data<br />

(map/image) takes an important role in <str<strong>on</strong>g>the</str<strong>on</strong>g> calculati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

DTM grid cell size. With respect to <str<strong>on</strong>g>the</str<strong>on</strong>g> assumpti<strong>on</strong> that <str<strong>on</strong>g>the</str<strong>on</strong>g> grid<br />

cell size computati<strong>on</strong> based <strong>on</strong> a 1 pixel to 10 pixels in <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

DTM, that means <str<strong>on</strong>g>the</str<strong>on</strong>g> ground resoluti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> 1 meter leads to cell<br />

size for <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM <str<strong>on</strong>g>of</str<strong>on</strong>g> 10 meters. The ground resoluti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g><br />

<str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s map is ca. <str<strong>on</strong>g>of</str<strong>on</strong>g> (1.7) m which leads to an appropriate<br />

critic cell size <str<strong>on</strong>g>of</str<strong>on</strong>g> (17) m, <str<strong>on</strong>g>the</str<strong>on</strong>g>refore <str<strong>on</strong>g>the</str<strong>on</strong>g> assumed cell size <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

DTM has not to exceed <str<strong>on</strong>g>the</str<strong>on</strong>g> critic value (17) m. In our case, <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

applied cell size is (9) m and this reveals that <str<strong>on</strong>g>the</str<strong>on</strong>g> generalizati<strong>on</strong><br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> real surface throughout <str<strong>on</strong>g>the</str<strong>on</strong>g> model was relative decreased.<br />

O<str<strong>on</strong>g>the</str<strong>on</strong>g>r c<strong>on</strong>trol <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> generated DTM quality is <str<strong>on</strong>g>the</str<strong>on</strong>g> creati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> a<br />

new c<strong>on</strong>tour map as (Point Status Output Image PSOI, shape<br />

file) using <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM created. The PSOI illustrates <str<strong>on</strong>g>the</str<strong>on</strong>g> quality<br />

associated with <str<strong>on</strong>g>the</str<strong>on</strong>g> correlated DTM postings which are<br />

classified in: Excellent, Good, Fair, Isolated or Suspicious. By<br />

comparing between <str<strong>on</strong>g>the</str<strong>on</strong>g> PSOI and <str<strong>on</strong>g>the</str<strong>on</strong>g> digitized c<strong>on</strong>tour lines, we<br />

could be accepted that <str<strong>on</strong>g>the</str<strong>on</strong>g> both are approximately well matched<br />

(Figure 10); that means <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM posting can be categorized as<br />

good, <str<strong>on</strong>g>the</str<strong>on</strong>g>refore it was possible to use it in orthophotos creati<strong>on</strong>.<br />

Fig. 10: Comparing between digitized c<strong>on</strong>tour lines and <str<strong>on</strong>g>the</str<strong>on</strong>g> new<br />

<strong>on</strong>e created using <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM-status image points


4.2. <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s orthophotos check<br />

The quality <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> differential rectificati<strong>on</strong> could be discussed<br />

based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> following aspects (Kraus, 2003):<br />

• Input data (e.g. image resoluti<strong>on</strong>, c<strong>on</strong>trol points accuracy)<br />

• Image distorti<strong>on</strong> (radial and decentring distorti<strong>on</strong>s)<br />

• The approximati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> surface curvature in <str<strong>on</strong>g>the</str<strong>on</strong>g> DTM grid<br />

• Interior and exterior orientati<strong>on</strong> parameters, etc.<br />

An important criteri<strong>on</strong> c<strong>on</strong>cerning <str<strong>on</strong>g>the</str<strong>on</strong>g> orthophoto quality is <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

positi<strong>on</strong> error ∆ in <str<strong>on</strong>g>the</str<strong>on</strong>g> orthophoto, which is given based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

positi<strong>on</strong> error ∆ in <str<strong>on</strong>g>the</str<strong>on</strong>g> reality as following (Kraus, 2003):<br />

∆ 1<br />

·∆<br />

1<br />

∆<br />

· 7<br />

<br />

<br />

·<br />

image scale number (it is 4000 in our project)<br />

camera focal length (ca. 200 mm)<br />

r <str<strong>on</strong>g>the</str<strong>on</strong>g> distance in orthophoto between <str<strong>on</strong>g>the</str<strong>on</strong>g> both footprints for<br />

object point P i and <str<strong>on</strong>g>the</str<strong>on</strong>g> Nadir point<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> angle <str<strong>on</strong>g>of</str<strong>on</strong>g> terrain slope<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> horiz<strong>on</strong>tal angle between <str<strong>on</strong>g>the</str<strong>on</strong>g> line <str<strong>on</strong>g>of</str<strong>on</strong>g> greatest slope and<br />

<str<strong>on</strong>g>the</str<strong>on</strong>g> optic axis passing through <str<strong>on</strong>g>the</str<strong>on</strong>g> object point P i<br />

∆Z <str<strong>on</strong>g>the</str<strong>on</strong>g> error <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> height; which is defined as a treble <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

precisi<strong>on</strong> related to <str<strong>on</strong>g>the</str<strong>on</strong>g> c<strong>on</strong>tour lines in <str<strong>on</strong>g>the</str<strong>on</strong>g> raster image. It<br />

can be given as:<br />

∆ 30.00015 8<br />

An object point associated with <str<strong>on</strong>g>the</str<strong>on</strong>g> image radius ca. 95 mm in<br />

orthophotos was checked. With respect that <str<strong>on</strong>g>the</str<strong>on</strong>g> flying height<br />

800 m, <str<strong>on</strong>g>the</str<strong>on</strong>g> terrain curvature is ca. 10% and<br />

50 g<strong>on</strong>; <str<strong>on</strong>g>the</str<strong>on</strong>g> positi<strong>on</strong> error ∆ will be ca. 0.04 mm<br />

4.3. Evaluati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> feature acquisiti<strong>on</strong><br />

“CityGML supports different Levels <str<strong>on</strong>g>of</str<strong>on</strong>g> Detail (LODs) by <str<strong>on</strong>g>the</str<strong>on</strong>g>m<br />

we can represent different data collecti<strong>on</strong>s. Basically, <str<strong>on</strong>g>the</str<strong>on</strong>g>re are<br />

five LODs. LOD0 is essentially a 2.5D DTM. LOD1 is <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

well-known blocks model <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> buildings with flat ro<str<strong>on</strong>g>of</str<strong>on</strong>g>s<br />

structures. Additi<strong>on</strong>ally, LOD2 has more details about <str<strong>on</strong>g>the</str<strong>on</strong>g> ro<str<strong>on</strong>g>of</str<strong>on</strong>g>s’<br />

structures. LOD3 denotes architectural models with detailed<br />

walls and ro<str<strong>on</strong>g>of</str<strong>on</strong>g>s. The last type is LOD4 which represents <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

interior structures <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> objects” (Kolbe, 2009).<br />

The quality <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> object points extracted should be checked to<br />

know in which LODs <str<strong>on</strong>g>the</str<strong>on</strong>g> applicable object points can be<br />

modelled. According to (Gröger et al., 2008), <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> feature<br />

accuracy for CityGML is described as standard deviati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

absolute <str<strong>on</strong>g>3D</str<strong>on</strong>g> points. In LOD1 <str<strong>on</strong>g>the</str<strong>on</strong>g> positi<strong>on</strong>al and height accuracy<br />

<str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> points should be 5m or less. In c<strong>on</strong>trast, by LOD2 <str<strong>on</strong>g>the</str<strong>on</strong>g><br />

positi<strong>on</strong>al and height precisi<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> object points should be 2m or<br />

better. In our project, <str<strong>on</strong>g>the</str<strong>on</strong>g> achievable accuracy <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> applicable<br />

<str<strong>on</strong>g>3D</str<strong>on</strong>g> object points based <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> oriented model <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> images is<br />

smaller than 2/2 m (for <str<strong>on</strong>g>the</str<strong>on</strong>g> positi<strong>on</strong> and height); <str<strong>on</strong>g>the</str<strong>on</strong>g>refore, it<br />

will be possible to use <str<strong>on</strong>g>the</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> features derived to create a <str<strong>on</strong>g>3D</str<strong>on</strong>g><br />

city model <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> in LOD2. This model provides <strong>on</strong> <strong>on</strong>e<br />

hand an important document for <str<strong>on</strong>g>the</str<strong>on</strong>g> city and <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> o<str<strong>on</strong>g>the</str<strong>on</strong>g>r hand<br />

to understand <str<strong>on</strong>g>the</str<strong>on</strong>g> historical development <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>’s buildings<br />

remains from <str<strong>on</strong>g>the</str<strong>on</strong>g> prehistoric date until 20 th century.<br />

6<br />

5. CONCLUSION<br />

<str<strong>on</strong>g>3D</str<strong>on</strong>g> re-c<strong>on</strong>structi<strong>on</strong> process <str<strong>on</strong>g>of</str<strong>on</strong>g> object points was achieved based<br />

<strong>on</strong> oriented historical images <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g>. The 1 st step <str<strong>on</strong>g>of</str<strong>on</strong>g> this<br />

process is a creati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> orthophotos using <str<strong>on</strong>g>the</str<strong>on</strong>g> oriented<br />

images (in this step a DTM <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>the</str<strong>on</strong>g> studied area was necessary).<br />

2D object points depending <strong>on</strong> <str<strong>on</strong>g>the</str<strong>on</strong>g> created mosaic were derived.<br />

The 3 rd dimensi<strong>on</strong> (Z) <str<strong>on</strong>g>of</str<strong>on</strong>g> measured 2D points was integrated<br />

using oblique and terrestrial photos as well as <str<strong>on</strong>g>the</str<strong>on</strong>g> stereoscopic<br />

analysis. <str<strong>on</strong>g>3D</str<strong>on</strong>g> object points extracted have to be modelled, so that<br />

a classificati<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> applicable points can be enforced to know<br />

from which camera a point is taken, moreover, from which<br />

image this point will be optimal recorded. The achievable<br />

accuracy <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>3D</str<strong>on</strong>g> features acquired allows using <str<strong>on</strong>g>the</str<strong>on</strong>g>m to create a<br />

<str<strong>on</strong>g>3D</str<strong>on</strong>g> CityGML model <str<strong>on</strong>g>of</str<strong>on</strong>g> <str<strong>on</strong>g>Baalbek</str<strong>on</strong>g> in LOD2 which includes<br />

geometric and semantic data. This step is c<strong>on</strong>sidered as a fur<str<strong>on</strong>g>the</str<strong>on</strong>g>r<br />

task <str<strong>on</strong>g>of</str<strong>on</strong>g> this work.<br />

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