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XVIIIth Congress (Part B3)

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fullscreen: XVIIIth Congress (Part B3)

Multivolume work

Persistent identifier:
1667435949
Title:
XVIIIth Congress
Sub title:
Vienna, Austria 1996
Year of publication:
1996
Place of publication:
Vienna
Publisher of the original:
Austrian Society of Surveying and Geoinformation
Identifier (digital):
1667435949
Language:
English
Editor:
Kraus, Karl
Waldhäusl, Peter
Corporations:
International Society for Photogrammetry and Remote Sensing, Congress, 18., 1996, Wien
International Society for Photogrammetry and Remote Sensing
Adapter:
International Society for Photogrammetry and Remote Sensing, Congress, 18., 1996, Wien
International Society for Photogrammetry and Remote Sensing
Founder of work:
International Society for Photogrammetry and Remote Sensing, Congress, 18., 1996, Wien
International Society for Photogrammetry and Remote Sensing
Other corporate:
International Society for Photogrammetry and Remote Sensing, Congress, 18., 1996, Wien
International Society for Photogrammetry and Remote Sensing
Document type:
Multivolume work

Volume

Persistent identifier:
1667440764
Title:
XVIIIth Congress
Scope:
1050 Seiten
Year of publication:
1996
Place of publication:
Vienna
Publisher of the original:
Austrian Society of Surveying and Geoinformation
Identifier (digital):
1667440764
Illustration:
Illustrationen, Diagramme
Signature of the source:
ZS 312(31,B3)
Language:
English
Additional Notes:
Erscheinungsdatum des Originals ist anhand des Copyrightjahrs ermittelt.
Usage licence:
Attribution 4.0 International (CC BY 4.0)
Editor:
Kraus, Karl
Waldhäusl, Peter
Corporations:
International Society for Photogrammetry and Remote Sensing, Congress, 18., 1996, Wien
International Society for Photogrammetry and Remote Sensing
International Society for Photogrammetry and Remote Sensing, Commission Mathematical Analysis of Data
Adapter:
International Society for Photogrammetry and Remote Sensing, Congress, 18., 1996, Wien
International Society for Photogrammetry and Remote Sensing
International Society for Photogrammetry and Remote Sensing, Commission Mathematical Analysis of Data
Founder of work:
International Society for Photogrammetry and Remote Sensing, Congress, 18., 1996, Wien
International Society for Photogrammetry and Remote Sensing
International Society for Photogrammetry and Remote Sensing, Commission Mathematical Analysis of Data
Other corporate:
International Society for Photogrammetry and Remote Sensing, Congress, 18., 1996, Wien
International Society for Photogrammetry and Remote Sensing
International Society for Photogrammetry and Remote Sensing, Commission Mathematical Analysis of Data
Publisher of the digital copy:
Technische Informationsbibliothek Hannover
Place of publication of the digital copy:
Hannover
Year of publication of the original:
2019
Document type:
Volume
Collection:
Earth sciences

Chapter

Title:
UNCERTAINTY IN GIS SUPPORTED ROAD EXTRACTION George Vosselman
Document type:
Multivolume work
Structure type:
Chapter

Contents

Table of contents

  • XVIIIth Congress
  • XVIIIth Congress (Part B3)
  • Cover
  • Title page
  • ISPRS Council 1992 - 1996
  • International Archives of Photogrammetry and Remote Sensing (IAPRS)
  • Volume XXXI, Part B3
  • Technical Commission III Theory and Algorithms
  • Editorial Team
  • Copyright 1996
  • For Sale after the Congress
  • ISPRS Commission III "Theory and Algorithms"
  • PREFACE
  • Table of Contents
  • Using Homogeneous Coordinates to Solve The Problems of Determining The Orientation Parameters of Non-Metric Cameras and The Reconstruction of Space Models Mohammed El-Shafei Abdel-Latif and Ahmed M. Elsonbaty
  • SCALE DIFFERENCE CONSIDERATIONS IN CONJUGATE FEATURE MATCHING Anthony Stefanidis, Peggy Agouris
  • FROM MANUAL TO AUTOMATIC STEREOPLOTTING: EVALUATION OF DIFFERENT ROAD NETWORK CAPTURE PROCESSES Sylvain AIRAULT, Olivier JAMET, Frédéric LEYMARIE
  • GEOMETRIC CORRECTION OF AIRBORNE LINE-SCANNER IMAGERY Michael Breuer and Jörg Albertz
  • COMPRESSION OF REMOTELY SENSED DATA USING JPEG Dafer Ali Algarni
  • Automatic stereo image matching using edge detection technique Dr. Rehab H. Alwan,Mr. Mohamed A. Naji
  • DEM Estimation with Simulated Annealing Based on Surface Reconstruction Method Kohei Arai
  • OUTLIER DETECTION IN RELATIVE ORIENTATION - REMOVING OR ADDING OBSERVATIONS Peter Axelsson
  • THEMATIC CLASSIFICATION OF A LANDSAT IMAGE USING NEURAL NETWORKS Árpád BARSI
  • UPDATE OF ROADS IN GIS FROM AERIAL IMAGERY: VERIFICATION AND MULTI-RESOLUTION EXTRACTION A. Baumgartner, C. Steger, C. Wiedemann, H. Mayer, W. Eckstein, H. Ebner
  • A HIERARCHICAL SPATIAL CANONICAL DATA MODEL - TOWARDS FEDERATING HETEROGENEOUS GISs Yaser A. Bishr, M.Sc. [...]
  • Detection and extraction of complex map symbols Ruedi Boesch
  • GENERATION AND USE OF DIGITAL SURFACE MODELS FOR VOLUME OBJECTS Frank Boochs and Guido Heinz
  • ON CRITICAL CONFIGURATIONS OF PROJECTIVE STEREO CORRELATION Gerhard Brandstätter
  • RECOGNITION OF HATCHED CARTOGRAPHIC PATTERNS Regine Brügelmann
  • A COMMON FRAMEWORK FOR THE EXTRACTION OF LINES AND EDGES Andreas Busch
  • A THINKING COMING AFTER A DYNAMIC MONITORY GIS Hong-Jing Chen, [...] Wen-Li Chen, [...]
  • SPATIAL RELATIONS BETWEEN SETS Xiaoyong CHEN
  • SPATIAL RELATIONS BETWEEN UNCERTAIN SETS Xiaoyong CHEN, Takeshi DOIHARA and Mitsuru NASU
  • RELATIONAL MATCHING FOR AUTOMATIC ORIENTATION Woosug Cho
  • IMAGE CLASSIFICATION USING NON-PARAMETRIC CLASSIFIERS AND CONTEXTUAL INFORMATION F. J. Cortijo and N. Perez de la Blanca
  • EXTERIOR ORIENTATION BY DIRECT MEASUREMENT OF CAMERA POSITION AND ATTITUDE J. Skaloud, M. Cramer and K. P. Schwarz
  • RELATIONAL MATCHING APPLIED TO AUTOMATIC EXTRACTION OF GROUND CONTROL IN DIGITAL IMAGES Aluir Porfirio Dal Poz [...] Antonio Maria Garcia Tommaselli [...] Jorge Pimentel Cintra [...]
  • A NEW APPROACH FOR SPATIAL MEASUREMENT OF DYNAMICAL PROCESSES Lionel Dorffner
  • AUTOMATIC REGISTRATION OF IMAGES WITH MAPS USING POLYGONAL FEATURES I J Dowman, A Morgado and V Vohra
  • AUTOMATIC EXTERIOR ORIENTATION OF AERIAL IMAGES IN URBAN ENVIRONMENTS C. Drewniok, K. Rohr
  • GPS CONTROLLED STRIP TRIANGULATION USING GEOMETRIC CONSTRAINTS OF MAN-MADE STRUCTURES H. Ebadi and M. A. Chapman
  • ORIENTATION OF MOMS-02/D2 AND MOMS-2P IMAGERY H. Ebner, T. Ohlhof, E. Putz
  • SEGMENTATION AND TEXTURE ANALYSIS W. Eckstein
  • A FRAMEWORK FOR THE ASSESSMENT OF LOCAL SPATIAL UNCERTAINTY USING A POLYGON APPROACH R. C. Allan & G. P. Ellis
  • VARIANCE DECOMPOSITION AND ITS APPLICATION IN PHOTOGRAMMETRY Mohamed ETTARID, Ph.D.
  • PRESERVING TOPOGRAPHY IN 3D DATA COMPRESSION FOR SHAPE RECOGNITION Reda Ezzat Fayek
  • PROMPT - A NEW BUNDLE ADJUSTMENT PROGRAM USING COMBINED PARAMETER ESTIMATION Manfred Fellbaum
  • IMAGE ORIENTATION EXCLUSIVELY BASED ON FREE-FORM TIE CURVES Gerald Forkert
  • USING PERCEPTUAL GROUPING FOR ROAD RECOGNITION G. Forlani, E. Malinverni, C. Nardinocchi
  • EXTERIOR ORIENTATION DETERMINATION OF MOMS-02 THREE-LINE IMAGERY: EXPERIENCES WITH THE AUSTRALIAN TESTFIELD DATA Clive Fraser and Juliang Shao
  • THREE-DIMENSIONAL GEOGRAPHIC INFORMATION SYSTEMS - STATUS AND PROSPECTS Dieter Fritsch
  • MODEL-BASED OPTIMIZATION: ACCURATE AND CONSISTENT SITE MODELING P. Fua
  • SIGNIFICANCE-WEIGHTED FEATURE EXTRACTION FROM HYPER-DIMENSIONAL DATA AND ITS APPLICATIONS Sadao Fujimura and Senya Kiyasu
  • COMPUTER UNDERSTANDING OF SUB-PIXEL LAND COVERS Jayanta Kumar Ghosh.
  • THE TOGRAPHY OF ASTEROID IDA: A COMPARISON BETWEEN PHOTOGRAMMETRIC AND TWO-DIMENSIONAL PHOTOCLINOMETRIC IMAGE ANALYSIS B. Giese, J. Oberst, R. Kirk, and W. Zeitler
  • Multi-spectral Quadtree based Image Segmentation Ben G. H. Gorte
  • FUSION OF 2D GIS DATA AND AERIAL IMAGES FOR 3D BUILDING RECONSTRUCTION Marko Pasko, Michael Gruber
  • REQUIREMENTS FOR PHOTOREALISTIC 3D MODELLING OF URBAN AREAS Michael Gruber, Franz Leberl and Markus Maresch
  • Linear feature extraction with LSB-Snakes from multiple images Armin Gruen, Haihong Li
  • THREE-DIMENSIONAL REPRESENTATION OF SPATIAL OBJECT AND TOPOLOGICAL RELATIONSHIPS Wei GUO
  • DEFORMABLE MODELS AS A PHOTOGRAMMETRIC MEASUREMENT TOOL - POTENTIAL AND PROBLEMS Eberhard Gülch
  • FUSION OF 2D-GIS AND IMAGE DATA FOR 3D BUILDING RECONSTRUCTION Norbert Haala and Karl-Heinrich Anders
  • SEMI-AUTOMATIC MEASUREMENT OF SIGNALIZED GROUND CONTROL POINTS AT DIGITAL PHOTOGRAMMETRIC WORKSTATIONS Michael Hahn, Michael Kiefner, Antje Quednau and Esther Hinz
  • AUTOMATION OF INTERIOR, RELATIVE AND ABSOLUTE ORIENTATION Christian Heipke
  • Detection of Lines in Synthetic Aperture Radar (SAR) Scenes Olaf Hellwich, Helmut Mayer and Gerhard Winkler
  • PROJECT AMOBE: STRATEGIES, CURRENT STATUS AND FUTURE WORK Olof Henricsson, Frank Bignone, Wolfram Willuhn, Frank Ade, Olaf Kübler, Emmanuel Baltsavias, Scott Mason, Armin Grün
  • ORTHO-MOSAICS AND DIGITAL ELEVATION MODELS FROM AIRBORNE VIDEO IMAGERY USING PARALLEL GLOBAL OBJECT RECONSTRUCTION Mikael Holm, George Denissoff, Kaj Juslin, Matti Paljakka, Markku Rantasuo, Susanna Rautakorpi
  • AUTOMATIC TIE POINT EXTRACTION IN AERIAL TRIANGULATION Eija Honkavaara and Anton Hogholen
  • ON THE TECHNIQUE FOR TERRAIN ROUGHNESS DETERMINATION lon Ionescu
  • OEEPE RESEARCH PROJECT AEROTRIANGULATION USING DIGITIZED IMAGES FINAL RESULTS Juha Jaakkola and Tapani Sarjakoski
  • A New Approach of Combined Block Adjustment Using GPS-Satellite Constellation Jacobsen, Karsten, [...] Schmitz, Martin, [...]
  • SEGMENTATION OF REMOTE SENSING IMAGES WITH A LAYERED GRAPH NETWORK Herbert Jahn
  • EXTRACTION AUTOMATIQUE D’OBJETS SUR STATIONS PHOTOGRAMMETRIQUES NUMERIQUES (Automated Feature Extraction on Digital Photogrammetric Systems) Olivier JAMET
  • AIRBORNE GPS K. Jeyapalan
  • Capture and evaluation of airborne laser scanner data Johannes Kilian, Norbert Haala and Markus Englich
  • SHAPE DISCRIMINATION BY DESCRIPTORS AND MOMENTS USING NEURAL NETWORK Kyoung-Ok Kim, Young-Kyu Yang, Yong-Hui Park, Tae-Kyun Kim
  • Advanced Combined Bundle Block Adjustment with Kinematic GPS Data Dr. Erwin Kruck [...] & dr. Gerhard Wübbena, Andreas Bagge [...]
  • DO IT ON THE GROUND: INCREASING RELIABILITY AND ACCURACY OF AUTOMATIC AEROTRIANGULATION BY MATCHING IN THE OBJECT SPACE Amnon Krupnik
  • An Integral Approach to Automatic Aerial Triangulation and Automatic DEM Generation Krzystek P., Heuchel T., Hirt U., Petran, F.
  • 3D-CITY MODELING WITH A DIGITAL ONE-EYE STEREO SYSTEM Felicitas Lang, Wolfgang Förstner
  • SURFACE RECONSTRUCTION F. Leberl, M. Gruber, W. Kellerer-Pirklbauer, A. Pinz, P. Uray
  • SYSTEMATIC CORRECTION MECHANISM OF GEOMETRIC DISTORTIONS IN THE KITSAT-1 CCD EARTH IMAGES Impyeong Lee [...], Taejung Kim [...], Soon D. Choi [...]
  • A SURVEY ON BOUNDARY DELINEATION METHODS Mathias J. P. M. Lemmens
  • Relational Structure Description and Matching Algorithm for 3D Objects Deren Li [...] Xinhua Wang [...]
  • OPTIMAL ACQUISITION OF 3D OBJECT COORDINATES FROM STEREOSCOPIC IMAGE SEQUENCES Rongxing Li, Mike A. Chapman, and Weihong Zou
  • TRANSFORMATION OF SPATIAL REPRESENTATION IN SCALE DIMENSION: A NEW PARADIGM FOR DIGITAL GENERALIZATION OF SPATIAL DATA Dr. Zhilin Li
  • GIS FOR THE NEXT CENTURY Ales Limpouch
  • APPLICATION OF RANDOM DECISION RULES IN LASER LOCATOR IMAGE OPTIMAL SEGMENTATION ALGORITHMS V. M. Lisitsyn. N. N. Pasechny. V. A. Stefanov, V. P. Samoilov, D. A. Lukanidin
  • THE POSITION AND ORIENTATION SYSTEM (POS) FOR SURVEY APPLICATIONS Erik Lithopoulos, Dr. Blake Reid, Dr. Bruno Scherzinger
  • LINEAR FEATURES EXTRACTION BY STRING MATCHING FOR AUTOMATIC DEM GENERATION King-Chang Lo
  • TOWARDS A HIGHER LEVEL OF AUTOMATION FOR SoftPlotter™ Yan Lue, Senior Photogrammetric Engineer
  • Automatic DEM generation by multi-image feature based matching Hans-Gerd Maas
  • DIGITAL AERIAL TRIANGULATION - THE OPERATIONAL COMPARISON Mostafa Madani, Ph.D.
  • PROCESSING OF PROTRUDING OBJECTS IN DIGITAL IMAGES OF URBAN AREAS Borislav D. Marinov
  • EQUIVALENT MAPS FOR AREAL ELEMENTS OF ENVIRONMENT? Zbynek MARSIK, Prof. Ing. DrSc
  • THE USE OF GRAVITY FOR GIS DATA SETS OPTIMIZATION. I. A. Maslov. [...]
  • 3D BUILDING RECONSTRUCTION USING COMPOSITES OF SURFACE PRIMITIVES: CONCEPT Scott Mason
  • ABSTRACTION AND SCALE-SPACE EVENTS IN IMAGE UNDERSTANDING Helmut Mayer
  • BUNDLE ADJUSTMENT WITH GEOMETRIC CONSTRAINTS FOR HYPOTHESIS EVALUATION Chris McGlone
  • FEATURE-BASED PHOTOGRAMMETRIC AND INVARIANCE TECHNIQUES FOR OBJECT RECONSTRUCTION H. F. Barakat, K. Weerawong, and Edward M. Mikhail, [...]
  • MULTI-SCALE APPROACHES FOR GEODATA Martien Molenaar
  • ACCURACY IMPROVEMENT IN AUTOMATED SURFACE MEASUREMENT Mushairry Mustaffar
  • CONJUGATE POINTS IN THE ORIENTATION OF ACROSS AND ALONG TRACK STEREOMODELS FRANCELINA A. NETO
  • MATCHING IN 2-D AND 3-D R. Nevatia
  • Recovering Unknown Focal Lengths in Self-Calibration: An Essentially Linear Algorithm and Degenerate Configurations G. N. Newsam, D. Q. Huynh, M. J. Brooks, H.-P. Pan
  • ORTHOGONAL 3-D RECONSTRUCTION USING VIDEO IMAGES Ilkka Niini
  • The Leica system for orientation of linear array sensor imagery Azubuike G. Nwosu and Alfons Meid
  • EXPERIENCES WITH THE HELAVA AUTOMATED TRIANGULATION SYSTEM Thomas Kersten, William O’ Sullivan
  • LOCAL, REGIONAL AND GLOBAL POINT DETERMINATION USING THREE-LINE IMAGERY AND ORBITAL CONSTRAINTS Timm Ohlhof
  • Orientation and Free Network Theory of Satellite CCD Line-Scanner Imagery Atsushi Okamoto, [...] Susumu Hattori, [...] Hiroyuki Hasegawa, [...] Tetsu Ono, [...]
  • Fundamental Analytic of Satellite CCD Camera Imagery Using Affine Transformation Tetsu Ono, [...] Atsushi Okamoto, [...] Susumu Hattori, [...] Hiroyuki Hasegawa, [...]
  • SURFACE BASED OBJECT RECOGNITION AND INSPECTION BY PHOTOMETRICALLY EXTENDED BUNDLE ADJUSTMENT TECHNIQUE A. B ORUN, Researcher [...] Prof. Dr. A. ALKIS [...]
  • UNIFORM FULL-INFORMATION IMAGE MATCHING USING COMPLEX CONJUGATE WAVELET PYRAMIDS He-Ping Pan
  • Basis of the Orthoimage Generation Method Zygmunt Paszotta, Renata Jedryczka
  • AUTOMATED MEASUREMENT OF GROUND CONTROL OBJECTS IN LARGE SCALE AERIAL PHOTOGRAPHS Bjarke Moller Pedersen
  • Surface Models on the Basis of a Triangular Mesh - Surface Reconstruction Norbert Pfeifer [...] Helmut Pottmann [...]
  • DTM REFINEMENT USING MULTI IMAGE SHAPE FROM SHADING C. Piechullek, C. Heipke
  • CURVE SHAPE MATCHING AND DIFFERENCE DETECTION Jarmo Pirhonen
  • Rectangular Building 3D Reconstruction in Urban Zones Thierry QUIGUER
  • COLOUR AERIAL IMAGE SEGMENTATION USING A BAYESIAN HOMOGENEITY PREDICATE AND MAP KNOWLEDGE F. Quint, S. Landes
  • EVALUATING MODEL FIDELITY IN AN AERIAL IMAGE ANALYSIS SYSTEM F. Quint, M. Sties
  • CONTROLLING AERIAL PHOTOGRAPHY FROM TOPGRAPHIC MAPPING USING A MULTI-SENSOR BUNDLE ADJUSTMENT Michael Reading, James Carswell, Phil Kern, [...]
  • MAP SYMBOL RECOGNITION USING DIRECTED HAUSDORFF DISTANCE AND A NEURAL NETWORK CLASSIFIER Eric Reiher, Fady Said, Ying Li, and Ching Suen
  • STEREO PROCESSING WITH ATTITUDE-DISTURBED IMAGE DATA Anko Börner, Ralf Reulke, Martin Scheele, Thomas Terzibaschian
  • THREE DIMENSIONAL OBJECT RECONSTRUCTION BY OBJECT SPACE MATCHING Franz Rottensteiner
  • AUTOMATIC DIGITAL TERRAIN MODEL GENERATION USING AERIAL IMAGES AND MAPS. Michel Roux, Jaime Lopez-Krahe, Henri Maître
  • AN IMAGE MATCHING SCHEME USING A HYBRID FEATURE- AND AREA BASED APPROACH Nick van der Merwe and Heinz Rüther
  • SEMANTIC MODELS AND OBJECT RECOGNITION IN COMPUTER VISION G. Sagerer, F. Kummert, G. Socher
  • LEAST SQUARES MATCHING BY SEARCH Tapani Sarjakoski and Jussi Lammi
  • ON THE USE OF MODERN GPS RECEIVER AND SOFTWARE TECHNOLOGY FOR PHOTOGRAMMETRIC APPLICATIONS Holger Schade
  • DIGITAL AERIAL TRIANGULATION Toni Schenk
  • THE AUTOMATIC INTERIOR ORIENTATION AND ITS DAILY USE Wolfgang Schickler, Zoltan Poth
  • Satellite Image Analysis using Integrated Knowledge Processing K.-J. Schilling and T. Vögtle
  • HIGH RESOLUTION SURFACE RECONSTRUCTION OF A LANDSCAPE FROM LARGE SCALE AERIAL IMAGERY BY FACETS STEREO VISION - AN EXTENDED TEST M. Schlüter and B. P. Wrobel
  • REMOTE SENSING IMAGE UNDERSTANDING BASED ON PHYSICAL MODEL INVERSION Werner Schneider
  • RESULTS OF THE TEST ON IMAGE UNDERSTANDING OF ISPRS WORKING GROUP III/3 Monika Sester, Werner Schneider and Dieter Fritsch
  • KINEMATIC MULTI-SENSOR SYSTEMS FOR CLOSE RANGE DIGITAL IMAGING K. P. Schwarz and N. El-Sheimy
  • OBJECT RECONSTRUCTION WITHOUT INTERIOR ORIENTATION J. Shan
  • TERRAIN MORPHOLOGY MODELLING Massoud Sharif, Alfred Zinck
  • SCANNER RESECTION USING TRAJECTORY DATA Fergal Shevlin
  • SPATIO-TEMPORAL INTERPOLATION OF CLASS VARIABLES BY INTEGRATING OBSERVATIONAL DATA AND A BEHAVIORAL MODEL WITH GENETIC ALGORITHM(GA) Shaobo HUANG and Ryosuke SHIBASAKI
  • ADAPTIVE RECONSTRUCTION METHOD OF MULTISPECTRAL IMAGES Michal Haindl [...] Stanislava Simberová [...]
  • ADVANCES IN GPS-ASSISTED HELICOPTER PHOTOGRAMMETRY AND ITS APPLICATION TO HIGH PRECISION HIGHWAY PROFILING Martin J Smith and Chris I H Joy
  • EXTRACTING LINES USING DIFFERENTIAL GEOMETRY AND GAUSSIAN SMOOTHING Carsten Steger
  • SEGMENTATION OF OPTICAL SATELLITE IMAGERY USING SPATIAL SUBPIXEL ANALYSIS Joachim Steinwendner
  • STRUCTURAL 3D-ANALYSIS OF URBAN SCENES FROM AERIAL IMAGES U. Stilla, K. Jurkiewicz
  • A NEW METHOD OF BUILDING GIS APPLICATION MODEL BASED ON GRAPHICAL VARIABLES Zhu Zesheng, Sun Ling
  • AUTOMATIC RELATIVE ORIENTATION - REALIZATION AND OPERATIONAL TESTS Liang Tang and Zoltan Poth [...] Timm Ohlhof, Christian Heipke and Joachim Batscheider [...]
  • COUPLING GIS AND ENVIRONMENTAL MODELLING: THE IMPLICATIONS FOR SPATIO-TEMPORAL DATA MODELLING Cheng Tao, Wolfgang Kainz, Robert A. van Zuidam
  • AN INTEGRATED APPROACH TO ROAD CENTERLINE RECONSTRUCTION USING STEREO IMAGE SEQUENCES FROM A MOBILE MAPPING SYSTEM Chuang Tao
  • EXTRACTING HIGH RESOLUTION DIGITAL ELEVATION MODELS AND FEATURES IN A SOFTCOPY ENVIRONMENT Charles K. Toth and Andre Templer
  • KNOWLEDGE BASED MODELLING OF LANDSCAPES Ralf Tönjes
  • EXTRACTION OF MAN-MADE FEATURES BY 3-D ACTIVE CONTOUR MODELS John C. Trinder [...] Haihong Li [...]
  • ORIENTING DIGITAL STEREOPAIRS BY MATCHING FOURIER DESCRIPTORS Yi-Hsing Tseng
  • AN EDGE DETECTOR BASED ON WIDE-NARROW MORPHOLOGICAL OPERATIONS OF SATELLITE REMOTE SENSING IMAGES Makoto KAWAMURA, [...] Yuji TSUJIKO, [...] Sanath JAYAMANNA, [...]
  • SPATIAL CADASTRAL BOUNDARY CONCEPTS AND UNCERTAINTY IN PARCEL-BASED INFORMATION SYSTEM A M Tuladhar
  • AN AUTOMATED DIGITAL APPROACH FOR THE GENERATION OF DIGITAL TERRAIN MODELS USING HRSC AND WAOSS IMAGE DATA OF THE MARS96 MISSION Robert Uebbing
  • EVENTS-BASED IMAGE ANALYSIS FOR MACHINE VISION AND DIGITAL PHOTOGRAMMETRY Yury V. Visilter, Sergei Yu. Zheltov, Alexander A. Stepanov
  • AUTOMATIC EXTRACTION OF LARGE BUILDINGS FROM HIGH RESOLUTION SATELLITE IMAGES FOR REGISTRATION WITH A MAP V K Vohra and I J Dowman
  • UNCERTAINTY IN GIS SUPPORTED ROAD EXTRACTION George Vosselman
  • Structural Matching and Its Applications for Photogrammetric Automation Dr. Younian Wang
  • AN APPROACH TO BUILDING EXTRACTION FROM DIGITAL SURFACE MODELS U. Weidner
  • Ladex: A New Index Mechanism in Spatial Object Database System Xiao Weiqi, Feng Yucai
  • DETERMINATION OF CONJUGATE POINTS OF STEREOSCOPIC THREE LINE SCANNER DATA OF MARS 96 MISSION Franz Wewel
  • A NEW MATCHING APPROACH FOR THREE-LINE SCANNER IMAGERY C. Wiedemann, L. Tang, T. Ohlhof
  • AUTOMATIC BREAKLINE DETECTION USING AN EDGE PRESERVING FILTER Dietmar Wild, Peter Krzystek [...] Mostafa Madani [...]
  • FINDING 3D-STRUCTURES IN MULTIPLE AERIAL IMAGES USING LINES AND REGIONS Hakan Wiman, Peter Axelsson
  • FACETS STEREO VISION (FAST VISION) APPLIED TO DIGITAL COLOUR IMAGES B. Kaiser, B. P. Wrobel
  • EIN ANSATZ ZUR VEGETATIONSERKENNUNG AUS LUFTBILDERN MIT HILFE VON MARKOV-ZUFALLSFELDERN IN VERBINDUNG MIT DER OBERFLÄCHENREKONSTRUKTION B. Wrobel, A. Krauth, [...]
  • WAVELETS BASED OBJECT SURFACE RECONSTRUCTION BY FAST VISION Jaan-Rong Tsay, Bernhard P. Wrobel [...] Reinhold Schneider [...]
  • MULTI-POINT LEAST SQUARES MATCHING WITH ARRAY RELAXATION UNDER VARIABLE WEIGHT MODELS Xiaoliang Wu
  • Automatic Point Transfer: a practical application of optimal digital image matching based on local invariant properties X. Xu, ZG. Tan
  • DECISION TREE CLASSIFIER WITH UNDETERMINED NODES Masanobu Yoshikawa, Sadao Fujimura, Shojiro Tanaka, and Ryuei Nishii
  • Estimation of a Rriori Probabilities of Landcover Categories for Bayes' Classifier Kunihiko Yoshino, Keiji Kushida
  • MULTISCALE APPROACH TO IMAGE TEXTURE Zhang Jixian
  • METHODS OF THE BUNDLE BLOCK ADJUSTMENT OF PLANETARY IMAGE DATA W. Zhang, B. Giese, J. Oberst, R. Jaumann
  • A Hierarchical Neural Network Approach to Three-Dimensional Object Recognition Yongsheng Zhang
  • Recognizing Primitives Using Aspect-Interpretation Model Matching in A Both CAD and LP-based Measurement System Zhou Guoging
  • DE-SHADING: INTEGRATED APPROACH TO PHOTOMETRIC MODEL, SURFACE SHAPE AND REFLECTANCE PROPERTIES Xiuguang Zhou, Egon Dorrer
  • REMOTE SENSING IMAGE TEXTURE ANALYSIS AND CLASSIFICATION WITH WAVELET TRANSFORM Changqing Zhu
  • Appendix: Authors and Co-authors Index Volume XXXI, Part B3 - ISPRS Commission lll
  • Appendix: Keywords Index Volume XXXI, Part B3 - ISPRS Commission lll
  • Title page
  • Cover

Full text

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UNCERTAINTY IN GIS SUPPORTED ROAD EXTRACTION 
     
George Vosselman 
Faculty of Geodetic Engineering 
Delft University of Technology 
Thijsseweg 11, NL-2629 JA Delft 
The Netherlands 
e-mail: g.vosselman@geo.tudelft.nl 
Commision Ill, Working Group 3 
KEY WORDS: Uncertainty, GIS Updating, Change. Detection, Image Interpretation, Statistics, Modeling 
ABSTRACT 
Most image interpretation methods suffer from a lack of knowledge about the scene contents. In the case of updating road 
databases by interpretation of aerial images, the outdated database is a váluable source of knowledge. Both the old database 
and the generic, often heuristic, models of the scene objects contain uncertain data. This paper deals with different ways 
of representing this uncertainty and combining data from different uncertain knowledge sources. It is shown how uncertainty 
affects the quality of the road extraction and how modeling uncertainty can contribute to a better result. 
1 INTRODUCTION 
After one or two decades of digital mapping many countries 
are completing or already have completed extensive digital 
topographic databases, both in small and large scales. The 
updating of these databases will therefore be one of the major 
topics for many national mapping organisations. Although 
the efforts for updating are expected to be significantly lower 
compared to those of the initial database creation, there is a 
widespread interest in developing tools for (semi-)automatic 
mapping in digital images to further reduce the costs. 
Contrary to initial expectations, the interpretation of aerial 
images for the purpose of mapping roads or houses has shown 
to be an extremely difficult task to automate. Simple schemes 
of thresholding, edge detection and grouping are clearly in- 
sufficient. One has come to realize that a human operator 
exploits an enormous amount of knowledge to interpret im- 
ages and that an extensive knowledge base will be necessary 
to even partially solve tasks like understanding the complex 
aerial images. 
Several ways are being explored to incorporate more knowl- 
edge into the image interpretation. A first one is to use the 
knowledge base of a human operator. By using the com- 
puter's speed for low level image processing and recognition 
of simple patterns and leaving the more difficult interpreta- 
tion tasks to the operator, interactive algorithms are a very 
attractive way to speed up the mapping process. Further im- 
provement should be possible if one can provide computer 
algorithms with detailed specific and generic models of the 
objects and their interrelationships that are encountered in 
aerial images. How to represent this knowledge is one of the 
major research issues. A third important source of knowledge 
is, of course, the database with the objects that have been 
mapped at a previous occasion and now need to be updated. 
The outdated databases not only outline many objects that 
only need to be verified instead of detected and measured, 
but also supply the context within which new objects may be 
found. 
Since the modeling of the scene contents is an extremely dif- 
ficult task, it is clear that a considerable degree of automa- 
tion in mapping can only be achieved by combining most 
of the knowledge available. As most of the future map- 
International Archives of Photogrammetry and Remote Sensing. Vol. XXXI, Part B3. Vienna 1996 
ping projects will be concerned with updating, the outdated 
databases should be considered a very important source of 
knowledge. 
All sources of knowledge will, however, contain errors. These 
errors will influence the interpretation process. In order to 
assess the quality of the image interpretation results we will 
therefore need to describe the quality of the information for 
each individual source. Furthermore it is necessary to describe 
all steps in the interpretation process such that the quality of 
the different sources can be propagated to the final result. 
This paper is about all kinds of uncertainties that are en- 
countered during the updating of a topographical database 
by interpreting digital aerial images. In particular, we will 
focus on the extraction of roads using the context of an out- 
dated road database. 
Representation of uncertainty in data and processing of un- 
certain data are relevant to a wide range of disciplines. Espe- 
cially in the field of artificial intelligence, many research efforts 
have been devoted to these topics [Kanal et al., 1986]. More 
recently, user requirements and standardisation efforts have 
also lead to better descriptions for uncertainty in (or quality 
of) geographical information [Guptill and Morrison, 1995]. 
After briefly describing the data and processing steps needed 
for the updating of road maps (section 2), we therefore first 
give an overview of representations of uncertainty as they 
have been developed in different disciplines (section 3). In 
section 4 some examples are given of how these uncertainty 
descriptions relate to the data used for road map updating. 
The problem of image interpretation is a reasoning problem 
in which many sources of evidence need to be combined with 
rules and heuristics in order to generate the most likely ex- 
planation of the image. In section 5 methods for processing 
these uncertain data are reviewed. This also includes the 
propagation of uncertainty towards the final interpretation 
result. Section 6 then describes how these methods are being 
applied or could have been applied to the extraction of roads 
from aerial imagery. The last section summarizes the findings 
and outlines the work that remains to be done to assess the 
uncertainty in updated road databases. 
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Kraus, Karl, and Peter Waldhäusl. XVIIIth Congress. Austrian Society of Surveying and Geoinformation, 1996.
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