Knowledge-based interpretation of aerial images for updating of road maps:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
Delft
Nederlandse Commissie voor Geodesie
1996
|
| Series: | [Publications on geodesy / New series]
44 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | VIII, 184 S. Ill., graph. Darst. |
| ISBN: | 9061322596 |
Staff View
MARC
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| 245 | 1 | 0 | |a Knowledge-based interpretation of aerial images for updating of road maps |c Marlies de Gunst |
| 264 | 1 | |a Delft |b Nederlandse Commissie voor Geodesie |c 1996 | |
| 300 | |a VIII, 184 S. |b Ill., graph. Darst. | ||
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| 490 | 1 | |a [Publications on geodesy / New series] |v 44 | |
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| 650 | 7 | |a Fotogrammetrie |2 gtt | |
| 650 | 7 | |a Geografische informatiesystemen |2 gtt | |
| 650 | 7 | |a Luchtfoto's |2 gtt | |
| 650 | 7 | |a Wegenkaarten |2 gtt | |
| 650 | 4 | |a Datenverarbeitung | |
| 650 | 4 | |a Aerial photography in road surveying |x Data processing | |
| 650 | 4 | |a Cartography |x Automation | |
| 650 | 4 | |a Computer vision | |
| 650 | 4 | |a Roads |x Location |x Automation | |
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Record in the Search Index
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| adam_text | SUB G&TTLNGEN 206 501 51X 97B25828 KNOWLEDGE-BASED INTERPRETATION OF
AERIAL IMAGES FOR UPDATING OF ROAD MAPS PROEFSCHRIFT TER VERKRIJGING VAN
DE GRAAD VAN DOCTOR AAN DE TECHNISCHE UNIVERSITEIT DELFT, OP GEZAG VAN
DE RECTOR MAGNIFICUS PROF.IR. K.F. WAKKER, IN HET OPENBAAR TE VERDEDIGEN
TEN OVERSTAAN VAN EEN COMMISSIE, DOOR HET COLLEGE VAN DEKANEN
AANGEWEZEN, OP MAANDAG 11 NOVEMBER 1996 TE 13.30 UUR DOOR MARIA
ELISABETH DE GUNST GEODETISCH INGENIEUR GEBOREN TE DELFT CONTENTS L.
INTRODUCTION L 1.1 WHY PHOTOGRAMMETRY NEEDS COMPUTER VISION 1 1.2
CONTRIBUTION OF COMPUTER VISION TO AERIAL IMAGE INTERPRETATION 3 1.2.1
COMPLICATING FACTORS FOR INTERPRETATION OF AERIAL IMAGES 3 1.2.2
CONSEQUENCES FOR INTERPRETATION OF AERIAL IMAGES BY COMPUTER VISION 4
1.3 THESIS SCOPE AND CONTRIBUTION 5 1.4 THESIS ORGANIZATION 7 PART I
THEORY AND CONCEPTS 9 2. CONCEPTS IN KNOWLEDGE-BASED IMAGE
INTERPRETATION . 11 2.1 IMAGE INTERPRETATION BY COMPUTER VISION 11 2.1.1
TRADITIONAL STRATEGIES FOR IMAGE INTERPRETATION 11 2.1.2 KNOWLEDGE-BASED
IMAGE INTERPRETATION 12 2.2 LEVELS OF PROCESSING AND REPRESENTATION 13
2.3 CONTROL STRATEGIES 14 2.3.1 HIERARCHICAL CONTROL 14 2.3.2
HETERARCHICAL CONTROL 16 2.4 TYPES OF KNOWLEDGE 17 2.4.1 DECLARATIVE
KNOWLEDGE 17 2.4.2 PROCEDURAL KNOWLEDGE . 18 2.5 TECHNIQUES FOR
KNOWLEDGE REPRESENTATION 19 2.5.1 PRODUCTION RULES 19 2.5.2 SEMANTIC
NETWORKS 21 2.5.3 FRAMES AND SCHEMAS 23 2.5.4 DISCUSSION 25 3. REVIEW OF
PREVIOUS WORK ON ROAD EXTRACTION 27 3.1 OVERVIEW OF CHARACTERISTICS 27
3.1.1 ROAD APPEARANCE 27 3.1.2 ROAD CONTEXT 29 3.1.3 KNOWLEDGE-BASED
ROAD EXTRACTION 29 3.2 CONTROL STRATEGIES FOR ROAD EXTRACTION 29 3.2.1
BOTTOM-UP CONTROL IN ROAD EXTRACTION 31 3.2.2 TOP-DOWN ROAD EXTRACTION
BY UTILIZATION OF MAPS 32 3.2.3 TOP-DOWN ROAD EXTRACTION BY HUMAN
INTERACTION 33 3.2.4 HYBRID CONTROL IN ROAD EXTRACTION 34 3.2.5
HETERARCHICAL CONTROL IN ROAD EXTRACTION 35 3.3 ROAD CHARACTERISTICS 38
3.3.1 ROAD-SPECIFIC GEOMETRIC PROPERTIES 38 3.3.2 ROAD-SPECIFIC
RADIOMETRIC PROPERTIES . 39 3.3.3 CONTEXTUAL INFORMATION 41 3.3.4
FUNCTIONAL FEATURES 41 3.4 RESULTS AND DISCUSSION 42 4. CONCEPTS FOR
KNOWLEDGE-BASED ROAD EXTRACTION 45 4.1 REQUIREMENTS FOR INTERPRETATION
OF AERIAL IMAGES 45 4.1.1 CONTROL STRATEGY 45 4.1.2 LOW LEVEL IMAGE
PROCESSING 46 4.1.3 HIGH LEVEL REASONING 47 4.1.4 TYPES OF KNOWLEDGE 48
4.1.5 KNOWLEDGE REPRESENTATION FORMALISM 48 4.2 REQUIREMENTS FOR
UPDATING AND UTILIZATION OF MAPS 49 4.2.1 DATA STRUCTURE TO STORE MAPS
49 4.2.2 MAP GUIDANCE 49 / 4.3 OBJECT-ORIENTED MODEL FOR ROAD NETWORKS
50 4.3.1 SMALL SCALE OBJECTS 51 4.3.2 MEDIUM SCALE OBJECTS 52 4.3.3
LARGE SCALE OBJECTS 53 4.3.4 RELATIONS BETWEEN SPECIALIZED OBJECT TYPES
53 4.4 CONCEPTS FOR MAP-GUIDED INTERPRETATION 54 4.4.1 CHANGE DETECTION
54 4.4.2 COMPONENT DETECTION 54 4.4.3 CONTEXTUAL REASONING 55 4.4.4
MAP-GUIDED INTERPRETATION STRATEGY 55 4.5 REALISATION OF THE
INTERPRETATION STRATEGY 56 4.5.1 HYPOTHESIS GENERATION 57 4.5.2
SEGMENTATION 60 4.5.3 OBJECT RECOGNITION 60 4.5.4 INCONSISTENCY
DETECTION 60 4.6 KNOWLEDGE REPRESENTATION 61 4.6.1 BASIC REPRESENTATION
PRIMITIVES 61 4.6.2 OBJECT DEFINITION 61 4.6.3 OBJECT RELATION 62 4.6.4
REPRESENTATION OF SEGMENTED OBJECTS 64 4.7 COMPLETE INTERPRETATION
PROCESS 65 IV CONTENTS 4.8 EXAMPLES 66 4.8.1 EXAMPLE OF ALTERNATIVE
HYPOTHESES GENERATION 67 4.8.2 EXAMPLE OF AN ALTERNATIVE SEARCH AREA 68
4.8.3 EXAMPLE OF COMPONENT DETECTION AND CONTEXTUAL REASONING .... 72
4.8.4 EXAMPLE OF CHANGE DETECTION 72 4.9 DISCUSSION 73 PART II CASE
STUDY: EXTRACTION OF NEW ROADS LINKED TO EXISTING MOTORWAYS 75 5.
CONTENTS OF THE KNOWLEDGE BASE AND THE DESIGNED INTERPRETATION STRATEGY
77 5.1 OBJECTIVES 77 5.2 INPUT DATA 78 5.2.1 IMAGE SET 78 5.2.2 ROAD
DATABASE 81 5.3 CHOICE OF OBJECTS 82 5.3.1 GENERALIZED ROAD NETWORK
MODEL 83 5.3.2 SPECIALIZED ROAD NETWORK MODEL 83 5.4 DEFINED CONDITIONS
FOR RECOGNITION OF OBJECTS 84 5.4.1 GEOMETRIC CONDITIONS 84 5.4.2
RADIOMETRIC CONDITIONS 87 5.4.3 SPATIAL CONDITIONS 88 5.5 INTERPRETATION
STRATEGY 89 5.5.1 RELATIONS BETWEEN GENERALIZED OBJECTS 89 5.5.2
RELATIONS BETWEEN SPECIALIZED OBJECTS 92 5.6 IMAGE PROCESSING TECHNIQUES
AND THEIR PARAMETERS 94 5.6.1 CHANGE DETECTION 94 5.6.2 CONTEXTUAL
REASONING . 95 5.7 PARAMETER SETTINGS 99 5.7.1 SETTINGS OF ALL
PARAMETERS USED IN THE CASE STUDY 99 5.7.2 EXAMPLES OF DETERMINATION OF
PARAMETER SETTINGS 102 5.8 DISCUSSION 104 6. RESULTS AND EVALUATION 105
6.1 ORGANISATION OF EXPERIMENTS AND ANALYSIS 105 6.1.1 EXPERIMENTAL
SET-UP 105 6.1.2 PRESENTATION OF RESULTS 106 6.2 VISUALISATION OF
RESULTS 106 6.2.1 RESULTS ON LEARNING SET 106 6.2.2 RESULTS ON TEST SET
ILL 6.3 RECOGNITION OF SPECIALIZED OBJECT TYPES 112 6.3.1 CLASSIFICATION
OF THE TYPE OF CARRIAGEWAY 113 6.3.2 DISCRIMINATION OF Y-JUNCTIONS FROM
FLY-OVERS 114 6.3.3 CLASSIFICATION OF THE TYPE OF LINK ROAD 115 6.4
DETECTION BY A GENERALIZED VERSUS A SPECIALIZED ROAD NETWORK MODEL ...
115 6.4.1 DETECTION OF CHANGED PARTS OF CARRIAGEWAYS 115 6.4.2 DETECTION
OF THE FIRST PART OF A LINK ROAD 118 6.4.3 TRACKING LINK ROADS 120 6.5
DETECTION AND CLASSIFICATION ON LOW VERSUS HIGH RESOLUTION 121 6.5.1
DETECTION OF CHANGED PARTS OF CARRIAGEWAYS 122 6.5.2 DETECTION OF THE
FIRST PART OF A LINK ROAD 122 6.5.3 TRACKING LINK ROADS 123 6.5.4
CLASSIFICATION OF THE TYPE OF CARRIAGEWAY 123 6.5.5 DISCRIMINATION OF
Y-JUNCTIONS FROM FLY-OVERS 123 6.5.6 CLASSIFICATION OF THE TYPE OF LINK
ROAD 124 6.6 DISCUSSION AND EVALUATION 124 6.6.1 GENERAL PERFORMANCE 125
6.6.2 GENERALIZED VERSUS SPECIALIZED ROAD MODEL 125 6.6.3 LOW VERSUS
HIGH RESOLUTION 126 6.6.4 DETECTION COMPARED TO CLASSIFICATION 126 6.6.5
REMARKS ABOUT PRACTICAL PROBLEMS 127 PART III CONCLUSIONS AND
RECOMMENDATIONS 129 7. CONCLUSIONS AND RECOMMENDATIONS 131 7.1 GENERAL
CONCLUSIONS 131 7.1.1 MAIN CONTRIBUTIONS 131 7.1.2 MAIN SHORTCOMINGS 132
7.2 EVALUATION OF THE DESIGNED INTERPRETATION STRATEGY FOR ROAD
EXTRACTION AND CONTENTS OF THE KNOWLEDGE BASE 133 7.2.1 HYPOTHESIS
GENERATION 133 7.2.2 GOAL-DIRECTED SEGMENTATION 134 7.2.3 OBJECT
RECOGNITION 135 7.2.4 INCONSISTENCY DETECTION 136 7.3 POTENTIAL FOR
PUTTING THE CONCEPTS INTO PRACTICE 137 7.3.1 POTENTIAL FOR GIS-GUIDED
MEDIUM SCALE ROAD EXTRACTION 137 7.3.2 POTENTIAL FOR OTHER SCALES 137
7.3.3 POTENTIAL FOR SEMI-AUTOMATIC PROCESSING 139 7.3.4 POTENTIAL FOR
OTHER TOPOGRAPHIC OBJECTS 140 7.3.5 FUTURE PROSPECTS ON AUTOMATIZED
AERIAL IMAGE INTERPRETATION ... 140 7.4 RECOMMENDATIONS 141 VI CONTENTS
REFERENCES 143 APPENDIX A PHOTOGRAMMETRIC PROCESSING OF DIGITAL IMAGERY
153 A.I MANUAL TASKS IN ANALYTICAL PHOTOGRAMMETRIC PROCESSES 153 A.2
STATE-OF-THE ART OF AUTOMATIC PROCESSING 155 A.3 BOTTLENECKS FOR
AUTOMATIC PROCESSING 157 APPENDIX B GLOSSARY OF ROAD TERMS 159 APPENDIX
C ADDITIONAL SUBJECTS ON DETERMINATION OF PARAMETER SET- TINGS FOR IMAGE
PROCESSING TECHNIQUES 163 C.I INFLUENCE OF A CHANGE IN ROAD WIDTH ON THE
CROSS-CORRELATION 163 C.2 SENSITIVITY OF PARAMETERS FOR DETECTION OF
JUNCTIONS 167 APPENDIX D NOTATIONS AND ABBREVIATIONS 173 SUMMARY 175
SAMENVATTING 179 ACKNOWLEDGEMENTS 183 CURRICULUM VITAE 184 VII
|
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| id | DE-604.BV011742815 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:15:01Z |
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| isbn | 9061322596 |
| language | English |
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| physical | VIII, 184 S. Ill., graph. Darst. |
| publishDate | 1996 |
| publishDateSearch | 1996 |
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| publisher | Nederlandse Commissie voor Geodesie |
| record_format | marc |
| series2 | [Publications on geodesy / New series] |
| spelling | Gunst, Marlies de Verfasser aut Knowledge-based interpretation of aerial images for updating of road maps Marlies de Gunst Delft Nederlandse Commissie voor Geodesie 1996 VIII, 184 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier [Publications on geodesy / New series] 44 Zugl.: Delft, Univ. of Technology, Diss., 1996 Fotogrammetrie gtt Geografische informatiesystemen gtt Luchtfoto's gtt Wegenkaarten gtt Datenverarbeitung Aerial photography in road surveying Data processing Cartography Automation Computer vision Roads Location Automation (DE-588)4113937-9 Hochschulschrift gnd-content New series] [Publications on geodesy 44 (DE-604)BV001893158 44 GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007922212&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Gunst, Marlies de Knowledge-based interpretation of aerial images for updating of road maps Fotogrammetrie gtt Geografische informatiesystemen gtt Luchtfoto's gtt Wegenkaarten gtt Datenverarbeitung Aerial photography in road surveying Data processing Cartography Automation Computer vision Roads Location Automation |
| subject_GND | (DE-588)4113937-9 |
| title | Knowledge-based interpretation of aerial images for updating of road maps |
| title_auth | Knowledge-based interpretation of aerial images for updating of road maps |
| title_exact_search | Knowledge-based interpretation of aerial images for updating of road maps |
| title_full | Knowledge-based interpretation of aerial images for updating of road maps Marlies de Gunst |
| title_fullStr | Knowledge-based interpretation of aerial images for updating of road maps Marlies de Gunst |
| title_full_unstemmed | Knowledge-based interpretation of aerial images for updating of road maps Marlies de Gunst |
| title_short | Knowledge-based interpretation of aerial images for updating of road maps |
| title_sort | knowledge based interpretation of aerial images for updating of road maps |
| topic | Fotogrammetrie gtt Geografische informatiesystemen gtt Luchtfoto's gtt Wegenkaarten gtt Datenverarbeitung Aerial photography in road surveying Data processing Cartography Automation Computer vision Roads Location Automation |
| topic_facet | Fotogrammetrie Geografische informatiesystemen Luchtfoto's Wegenkaarten Datenverarbeitung Aerial photography in road surveying Data processing Cartography Automation Computer vision Roads Location Automation Hochschulschrift |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007922212&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV001893158 |
| work_keys_str_mv | AT gunstmarliesde knowledgebasedinterpretationofaerialimagesforupdatingofroadmaps |