Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
München
Verlag der Bayerischen Akademie der Wissenschaften
2013
Bonn Univ. Bonn, Inst. für Geodäsie und Geoinformation |
| Series: | Deutsche Geodätische Kommission bei der Bayerischen Akademie der Wissenschaften
Reihe C, Dissertationen ; 717 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Zsfassung in dt. Sprache |
| Physical Description: | X, 98 S. Ill., graph. Darst. |
| ISBN: | 9783769651294 |
Staff View
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Record in the Search Index
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| adam_text | CONTENTS
LIST OF FIGURES VII
LIST OF TABLES IX
1 INTRODUCTION 1
1.1 MOTIVATION 1
1.2 GOAL AND ACHIEVEMENTS OF THE THESIS 3
1.3 APPLICATION DOMAIN 3
1.4 CHALLENGES IN IMAGE INTERPRETATION 4
1.5 OUTLINE 6
1.6 NOTATION 7
2 PREVIOUS WORK 9
2.1 INTERPRETING IMAGES OF MAN-MADE SCENES 9
2.2 PREVIOUS WORK ON MARKOV AND CONDITIONAL RANDOM FIELDS 12
2.3 PREVIOUS WORK ON BAYESIAN NETWORKS 15
2.4 INTEGRATION OF RANDOM FIELDS AND BAYESIAN NETWORKS 16
3 THEORETICAL BASIS 19
3.1 OVERVIEW 19
3.2 BASIC NOTATIONS IN GRAPH THEORY 19
3.3 DIRECTED GRAPHICAL MODELS - BAYESIAN NETWORKS 22
3.3.1 BAYESIAN NETWORKS 23
3.3.2 INFERENCE IN BAYESIAN NETWORKS 24
3.4 UNDIRECTED GRAPHICAL MODELS - RANDOM FIELDS 24
3.4.1 RANDOM FIELD MODELS 24
3.4.2 INFERENCE IN RANDOM FIELD MODELS 27
3.5 RELATIONS BETWEEN DIRECTED AND UNDIRECTED GRAPHICAL MODELS 28
3.5.1 MORAL GRAPH REPRESENTATION 28
3.5.2 FACTOR GRAPH REPRESENTATION 29
3.6 SUMMARY 30
III
HTTP://D-NB.INFO/1038440130
CONTENTS
4 A GENERIC FRAMEWORK FOR IMAGE INTERPRETATION OF MAN-MADE SCENES 33
4.1 OVERVIEW 33
4.2 STATISTICAL MODEL FOR THE INTERPRETATION PROBLEM 34
4.2.1 THE GRAPHICAL MODEL CONSTRUCTION AND PARAMETRIZATION 35
4.2.2 REPRESENTATION AS A MULTI-CLASS LABELLING PROBLEM 35
4.3 RELATION TO PREVIOUS MODELS 39
4.3.1 EQUIVALENCE TO FIAT C RFS OVER REGIONS 39
4.3.2 EQUIVALENCE TO HIERARCHICAL CRFS 40
4.3.3 EQUIVALENCE TO CONDITIONAL BAYESIAN NETWORKS 40
4.4 DATA-DRIVEN MODELLING OF ENERGY POTENTIALS AND CONDITIONAL
PROBABILITY . 41
4.4.1 FEATURES 41
4.4.2 UNARY POTENTIAL 42
4.4.3 PAIRWISE POTENTIALS 44
4.4.4 CONDITIONAL PROBABILITY ENERGY 45
4.5 LEARNING AND INFERENCE FOR THE GRAPHICAL MODEL 45
4.5.1 LEARNING THE CLASSIFIER 45
4.5.2 LEARNING THE LOCATION POTENTIAL 46
4.5.3 LEARNING THE CONDITIONAL PROBABILITY ENERGY 46
4.5.4 LEARNING THE WEIGHTS 48
4.5.5 INFERENCE 48
4.6 SUMMARY 49
5 EXPERIMENTAL RESULTS 51
5.1 OVERVIEW 51
5.2 EXPERIMENTAL SETUP 53
5.2.1 IMAGE DATABASE 53
5.2.2 SEGMENTATION ALGORITHMS 54
5.2.2.1 BASELINE WATERSHED 56
5.2.2.2 BASELINE MEAN SHIFT 56
5.2.2.3 MULTI-SCALE WATERSHED 57
5.2.2.4 MULTI-SCALE MEAN SHIFT 57
5.3 RESULTS FOR THE BASELINE REGION CLASSIFIER 60
5.3.1 RESULTS WITH BASELINE MEAN SHIFT AND THE RDF CLASSIFIER 60
5.3.2 RESULTS WITH BASELINE WATERSHED AND THE RDF CLASSIFIER 63
5.4 R.ESULTS FOR THE HIERARCHICAL CRF 63
5.4.1 RESULTS WITH MULTI-SCALE MEAN SHIFT AND THE HIERARCHICAL CRF . .
64
5.4.2 RESULTS WITH MULTI-SCALE WATERSHED AND THE HIERARCHICAL CRF . . 66
5.5 R.ESULTS FOR THE HIERARCHICAL MIXED GRAPHICAL MODEL 69
5.5.1 CONDITIONAL PROBABILITY TABLES 69
5.5.2 R.ESULTS WITH MULTI-SCALE MEAN SHIFT AND THE HIERARCHICAL MIXED
GRAPHICAL MODEL 71
5.5.3 RESULTS WITH MULTI-SCALE WATERSHED AND THE HIERARCHICAL MIXED
GRAPHICAL MODEL 73
IV
CONTENTS
5.6 SUMMARY 75
6 CONCLUSION AND FUTURE WORK 79
A CHAIN GRAPHICAL MODEL 83
A.L CHAIN GRAPH AND MODEL PARAMETERIZATION 83
A.2 JOINT PROBABILITY DISTRIBUTION 84
A.3 FACTOR GRAPH REPRESENTATION 85
BIBLIOGRAPHY 87
V
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| series2 | Schriftenreihe / Institut für Geodäsie und Geoinformation Deutsche Geodätische Kommission bei der Bayerischen Akademie der Wissenschaften : Reihe C, Dissertationen |
| spelling | Yang, Michael Ying 1985- Verfasser (DE-588)1020325445 aut Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models Michael Ying Yang München Verlag der Bayerischen Akademie der Wissenschaften Bonn Univ. Bonn, Inst. für Geodäsie und Geoinformation 2013 X, 98 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Schriftenreihe / Institut für Geodäsie und Geoinformation 39 Deutsche Geodätische Kommission bei der Bayerischen Akademie der Wissenschaften : Reihe C, Dissertationen 717 Zsfassung in dt. Sprache Bonn, Univ., Diss., 2011 Bildverstehen (DE-588)4202022-0 gnd rswk-swf Bildverarbeitung (DE-588)4006684-8 gnd rswk-swf Fassade (DE-588)4016507-3 gnd rswk-swf Fotografie (DE-588)4045895-7 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Fassade (DE-588)4016507-3 s Fotografie (DE-588)4045895-7 s Bildverstehen (DE-588)4202022-0 s Bildverarbeitung (DE-588)4006684-8 s DE-604 Institut für Geodäsie und Geoinformation Schriftenreihe 39 (DE-604)BV023109775 39 Deutsche Geodätische Kommission bei der Bayerischen Akademie der Wissenschaften Reihe C, Dissertationen ; 717 (DE-604)BV000004312 717 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=026249839&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Yang, Michael Ying 1985- Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models Deutsche Geodätische Kommission bei der Bayerischen Akademie der Wissenschaften Bildverstehen (DE-588)4202022-0 gnd Bildverarbeitung (DE-588)4006684-8 gnd Fassade (DE-588)4016507-3 gnd Fotografie (DE-588)4045895-7 gnd |
| subject_GND | (DE-588)4202022-0 (DE-588)4006684-8 (DE-588)4016507-3 (DE-588)4045895-7 (DE-588)4113937-9 |
| title | Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models |
| title_auth | Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models |
| title_exact_search | Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models |
| title_full | Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models Michael Ying Yang |
| title_fullStr | Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models Michael Ying Yang |
| title_full_unstemmed | Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models Michael Ying Yang |
| title_short | Hierarchical and spatial structures for interpreting images of man-made scenes using graphical models |
| title_sort | hierarchical and spatial structures for interpreting images of man made scenes using graphical models |
| topic | Bildverstehen (DE-588)4202022-0 gnd Bildverarbeitung (DE-588)4006684-8 gnd Fassade (DE-588)4016507-3 gnd Fotografie (DE-588)4045895-7 gnd |
| topic_facet | Bildverstehen Bildverarbeitung Fassade Fotografie Hochschulschrift |
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