Temporal Video Segmentation:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Dresden
Vogt
2010
|
| Schriftenreihe: | Beiträge aus der Informationstechnik
|
| Schlagworte: | |
| Online-Zugang: | Inhaltstext Ausführliche Beschreibung Inhaltsverzeichnis |
| Beschreibung: | XVIII, 272 S. Ill., graph. Darst. |
| ISBN: | 9783938860397 |
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Datensatz im Suchindex
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CONTENTS ABSTRACT XI DEUTSCHE ZUSAMMENFASSUNG XIII PREFACE XVII
ACKNOWLEDGMENTS XIX 1 INTRODUCTION 1 1.1 GENERAL 1 1.2 AIMS 2 1.3
SIGNIFICANCE AND CONTRIBUTION 3 1.4 APPLICATION SCENARIOS 6 2 PATTERN
RECOGNITION 7 2.1 DESIGN OF A PATTERN RECOGNITION SYSTEM 7 2.2 LEARNING
CONCEPTS 8 2.3 FEATURES 9 2.4 CLASSIFICATION 9 2.4.1 BAYES
CLASSIFICATION 9 2.4.2 SUPPORT VECTOR MACHINES 16 2.4.3 FEATURE CASCADE
CLASSIFIER/DECISION TREES 23 2.4.4 MULTI-CLASS CLASSIFICATION 25 2.5
EVALUATION MEASURES 27 2.6 TRAINING AND TESTING STRATEGIES 30 2.6.1
OVERFITTING AND GENERALIZATION 30 2.6.2 CROSS-VALIDATION AND PARAMETER
SELECTION 32 3 RELATED WORK 35 3.1 HIERARCHY OF TEMPORAL VIDEO SEGMENTS
35 3.2 SHOT BOUNDARY DETECTION 38 3.2.1 SHOT DEFINITION AND SHOT
TRANSITION TYPES 38 3.2.2 METADATA-BASED SHOT BOUNDARY DETECTION
APPROACH 39 BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1006612491
DIGITALISIERT DURCH VIII CONTENTS 3.2.3 CONTENT-BASED SHOT BOUNDARY
DETECTION APPROACHES 39 3.2.4 DRAWBACKS AND LIMITATIONS OF CURRENT
APPROACHES 47 3.3 REPRESENTATIVE IMAGES AND SEGMENTS INSIDE OF SHOTS 51
3.3.1 VIDEO ABSTRACTION TYPES 51 3.3.2 STATIC STORYBOARDS 51 3.3.3
SEGMENTS INSIDE OF SHOTS 59 3.3.4 DRAWBACKS AND LIMITATIONS OF CURRENT
APPROACHES 61 3.4 LOGICAL UNIT DETECTION 63 3.4.1 TERMS AND DEFINITIONS
63 3.4.2 EXISTING APPROACHES TO LOGICAL UNIT DETECTION 65 3.4.3
DRAWBACKS AND LIMITATIONS OF CURRENT APPROACHES 80 4 SHOT BOUNDARY
DETECTION 81 4.1 OPTIMAL STATISTICAL SHOT BOUNDARY DETECTION 82 4.2
TRAINING AND TEST DATA, PERFORMANCE EVALUATION 85 4.3 OVERVIEW OF SHOT
BOUNDARY DETECTION SYSTEM 89 4.4 HARD CUT DETECTION 92 4.4.1 MODEL OF A
HARD CUT 92 4.4.2 FEATURES 93 4.4.3 ADAPTIVE THRESHOLD 97 4.4.4 FEATURE
FUSION 100 4.4.5 FLASH DETECTOR, SHORT-TERM OUTLIER FRAMES 102 4.4.6
TRAINING AND EXPERIMENTAL RESULTS 105 4.5 FADE DETECTION 106 4.5.1 MODEL
OF A FADE 106 4.5.2 FEATURES AND DETECTION 107 4.5.3 EXPERIMENTAL
RESULTS 108 4.6 DISSOLVE DETECTION 110 4.6.1 MODEL OF A DISSOLVE 110
4.6.2 DETECTION OVERVIEW 112 4.6.3 CANDIDATE SELECTION 112 4.6.4
POSITION DETERMINATION 115 4.6.5 FEATURE EXTRACTION FOR CANDIDATE
VERIFICATION 117 4.6.6 BAYES, SVM AND FEATURE CASCADE FOR CLASSIFICATION
125 4.6. CONTENTS IX 4.7.6 DETECTION OVERVIEW AND FEATURE FUSION 148
4.7.7 LIMITATION OF THE WIPE DETECTION APPROACH 149 4.7.8 EXPERIMENTAL
RESULTS 149 4.8 FUSION OF SEGMENTATION RESULTS 151 4.9 EXPERIMENTAL
RESULTS 151 4.9.1 TRANSITION TYPE SPECIFIC RESULTS 151 4.9.2 TRECVID
PARTICIPATION 152 4.9.3 COMPARISON WITH TRECVID SHOT DETECTION
APPROACHES . . . 155 4.9.4 ERROR ANALYSIS 157 4.10 SUMMARY AND
CONCLUSION 160 5 SUB-SHOT DETECTION 163 5.1 MOTIVATION AND PROBLEM
DEFINITION 163 5.2 ALGORITHMS FOR SUB-SHOT DETECTION 165 5.2.1 SIMPLE
THRESHOLDING 166 5.2.2 CLUSTERING 167 5.2.3 MOTION ANALYSIS 172 5.3
EVALUATION AND TEST SET 176 5.4 TEST RESULTS 181 5.5 MISSED SHOT
BOUNDARIES 185 5.6 SELECTION OF KEY-FRAMES, CLASSIFICATION 187 5.7
SUMMARY AND CONCLUSION 188 6 SCENE DETECTION 189 6.1 COMPOSITION OF
SCENES, CHALLENGES IN DETECTION 190 6.1.1 SEMANTICS 190 6.1.2 FILM
GRAMMAR IN THE COMPOSITION OF SCENES 190 6.1.3 DEFINITIONS AND
GUIDELINES TO LIMIT SUBJECTIVITY 193 6.1.4 TRAINING AND TEST SET 196 6.2
SHOT SIMILARITY 197 6.2.1 CHOOSING KEY-FRAMES FOR SIMILARITY ANALYSIS
197 6.2.2 LOW-LEVEL FEATURES 199 6.3 GRADUAL SHOT TRANSITIONS AS FILM
GRAMMAR CUES 204 6.3.1 GRADUAL SHOT TRANSITIONS IN THE DATA SET 204
6.3.2 USING GRADUAL TRANSITIONS TO SPLIT SCENES 206 6.3. X CONTENTS 6.6
SUMMARY AND CONCLUSION 231 7 SUMMARY, CONCLUSION, OUTLOOK 233 A
HISTOGRAM COMPARISON 239 A.I STATE-OF-THE-ART 239 A.2 LOW-COMPLEXITY
PROXIMITY-BASED HISTOGRAM DISSIMILARITY MEASURE . . 244 B EXAMPLE OF
VISUAL TABLE-OF-CONTENTS 251 BIBLIOGRAPHY 255 NOTATION CONVENTIONS 267 |
| any_adam_object | 1 |
| author | Petersohn, Christian |
| author_facet | Petersohn, Christian |
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| author_sort | Petersohn, Christian |
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| dewey-ones | 006 - Special computer methods |
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| dewey-search | 006.696 006.42 |
| dewey-sort | 16.696 |
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| discipline | Informatik Elektrotechnik / Elektronik / Nachrichtentechnik |
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| spelling | Petersohn, Christian Verfasser aut Temporal Video Segmentation Christian Petersohn Dresden Vogt 2010 XVIII, 272 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Beiträge aus der Informationstechnik Zugl.: Berlin, Techn. Univ., Diss., 2010 Merkmalsextraktion (DE-588)4314440-8 gnd rswk-swf Bewegungsanalyse Technik (DE-588)4302721-0 gnd rswk-swf Bildfolgenanalyse (DE-588)4401858-7 gnd rswk-swf Bildsegmentierung (DE-588)4145448-0 gnd rswk-swf Szenenanalyse (DE-588)4435333-9 gnd rswk-swf Videoaufzeichnung (DE-588)4188222-2 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Videoaufzeichnung (DE-588)4188222-2 s Bildsegmentierung (DE-588)4145448-0 s Bildfolgenanalyse (DE-588)4401858-7 s Szenenanalyse (DE-588)4435333-9 s Bewegungsanalyse Technik (DE-588)4302721-0 s Merkmalsextraktion (DE-588)4314440-8 s DE-604 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=3533540&prov=M&dok_var=1&dok_ext=htm Inhaltstext X:MVB text/html http://www.vogtverlag.de/wissenschaft.html Ausführliche Beschreibung DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020594581&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Petersohn, Christian Temporal Video Segmentation Merkmalsextraktion (DE-588)4314440-8 gnd Bewegungsanalyse Technik (DE-588)4302721-0 gnd Bildfolgenanalyse (DE-588)4401858-7 gnd Bildsegmentierung (DE-588)4145448-0 gnd Szenenanalyse (DE-588)4435333-9 gnd Videoaufzeichnung (DE-588)4188222-2 gnd |
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| title | Temporal Video Segmentation |
| title_auth | Temporal Video Segmentation |
| title_exact_search | Temporal Video Segmentation |
| title_full | Temporal Video Segmentation Christian Petersohn |
| title_fullStr | Temporal Video Segmentation Christian Petersohn |
| title_full_unstemmed | Temporal Video Segmentation Christian Petersohn |
| title_short | Temporal Video Segmentation |
| title_sort | temporal video segmentation |
| topic | Merkmalsextraktion (DE-588)4314440-8 gnd Bewegungsanalyse Technik (DE-588)4302721-0 gnd Bildfolgenanalyse (DE-588)4401858-7 gnd Bildsegmentierung (DE-588)4145448-0 gnd Szenenanalyse (DE-588)4435333-9 gnd Videoaufzeichnung (DE-588)4188222-2 gnd |
| topic_facet | Merkmalsextraktion Bewegungsanalyse Technik Bildfolgenanalyse Bildsegmentierung Szenenanalyse Videoaufzeichnung Hochschulschrift |
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