Machine-based intelligent face recognition:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Beijing
Higher Education Press
2010
Heidelberg [u.a.] Springer |
| Ausgabe: | 1. Aufl. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIV, 171 S. Ill., graph. Darst. |
| ISBN: | 9787040223552 9783642007507 |
Internformat
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Datensatz im Suchindex
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| adam_text | IMAGE 1
CONTENTS
1 INTRODUCTION 1
1.1 FACE RECOGNITION-MACHINE VERSUS HUMAN 1
1.2 PROPOSED APPROACH 3
1.3 PROSPECTIVE APPLICATIONS 6
1.3.1 RECOGNITION IN THE FUTURE INTELLIGENT HOME 6
1.3.2 AUTOMOTIVE 8
1.3.3 MOBILE PHONE FOR CHILDREN 9
1.4 OUTLINE 9
REFERENCES 10
2 FUNDAMENTALS AND ADVANCES IN BIOMETRICS AND FACE RECOGNITION 13 2.1
GENERALIZED BIOMETRIE RECOGNITION 13
2.2 COGNITIVE-BASED BIOMETRIE RECOGNITION 16
2.2.1 INTRODUCTION 16
2.2.2 HISTORY OF COGNITIVE SCIENCE 17
2.2.3 HUMAN BRAIN STRUCTURE 18
2.2.4 GENERIC METHODS IN COGNITIVE SCIENCE 21
2.2.5 VISUAL FUNCTION IN HUMAN BRAIN 22
2.2.6 GENERAL COGNITIVE-BASED OBJECT RECOGNITION 23
2.2.7 COGNITIVE-BASED FACE RECOGNITION 24
2.2.8 INSPIRATIONS FROM COGNITIVE-BASED FACE RECOGNITION 28 2.3
MACHINE-BASED BIOMETRIE RECOGNITION 29
2.3.1 INTRODUCTION 29
2.3.2 BIOMETRIE RECOGNITION TASKS 29
2.3.3 ENROLLMENT-A SPECIAL BIOMETRIE PROCEDURE 30
2.3.4 BIOMETRIE METHODS OVERVIEW 31
2.3.5 FINGERPRINT RECOGNITION 33
2.4 GENERALIZED FACE RECOGNITION PROCEDURE 36
2.5 MACHINE-BASED FACE DETECTION 37
2.5.1 FACE DETECTION CATEGORIES 37
2.6 MACHINE-BASED FACE TRACKING 39
2.7 MACHINE-BASED FACE RECOGNITION 41
2.7.1 OVERVIEW 41
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/99265226X
DIGITALISIERT DURCH
IMAGE 2
X CONTENTS
2.7.2 BENCHMARK STUDIES OF FACE RECOGNITION 42
2.7.3 SOME GENERAL TERMS USED IN FACE RECOGNITION 44
2.7.4 RECOGNITION PROCEDURES AND METHODS 45
2.7.5 VIDEO-BASED RECOGNITION 51
2.7.6 UNSUPERVISED AND FULLY AUTOMATIC APPROACHES 54 2.8 SUMMARY AND
DISCUSSIONS 60
REFERENCES 61
3 COMBINED FACE DETECTION AND TRACKING METHODS 71
3.1 INTRODUCTION 71
3.2 IMAGE-BASED FACE DETECTION 73
3.2.1 CHOICE OF THE DETECTION ALGORITHM 73
3.2.2 OVERVIEW OF THE DETECTION ALGORITHM 74
3.2.3 FACE REGION ESTIMATION 74
3.2.4 FACE DETECTION QUALITY 77
3.3 TEMPORAL-BASED FACE DETECTION 78
3.3.1 OVERVIEW 78
3.3.2 SEARCH REGION ESTIMATION 79
3.3.3 ANALYSIS OF TEMPORAL CHANGES 83
3.4 SUMMARY 87
3.5 FURTHER DISCUSSIONS 87
REFERENCES 89
4 AUTOMATIC FACE RECOGNITION 91
4.1 OVERVIEW 91
4.2 FEATURE EXTRACTION AND ENCODING 92
4.3 MATCHING/CLASSIFICATION 93
4.3.1 IMAGE-BASED CLASSIFIER 93
4.3.2 ADAPTIVE SIMILARITY THRESHOLD 96
4.3.3 TEMPORAL FILTERING 98
4.4 COMBINED SAME FACE DECISION ALGORITHMS 101
4.5 SUMMARY 106
REFERENCES 106
5 UNSUPERVISED FACE DATABASE CONSTRUCTION 107
5.1 INTRODUCTION 107
5.2 BACKGROUNDS FOR CONSTRUCTING FACE DATABASES 108
5.2.1 SUPERVISED LEARNING 108
5.2.2 UNSUPERVISED LEARNING 109
5.2.3 CLUSTERING ANALYSIS I LL
5.3 DATABASE STRUCTURE 113
5.3.1 A FUSED CLUSTERING METHOD 113
5.3.2 PARAMETERS IN THE PROPOSED STRUCTURE 118
5.4 FEATURES OF AN OPTIMUM DATABASE 122
IMAGE 3
CONTENTS XI
REFERENCES 124
6 STATE MACHINE BASED AUTOMATIC PROCEDURE 125
6.1 INTRODUCTION 125
6.2 STATES EXPLORATIONS 126
7 SYSTEM IMPLEMENTATION 129
7.1 INTRODUCTION 129
7.2 TYPICAL HARDWARE CONFIGURATION 130
7.3 SOFTWARE IMPLEMENTATION 131
7.3.1 OVERVIEW 131
7.3.2 IMPLEMENTATION EFFORTS 133
7.4 TECHNOLOGY DEPENDENT PARAMETERS 135
7.5 SUMMARY 138
REFERENCES 139
8 PERFORMANCE ANALYSIS 141
8.1 INTRODUCTION 141
8.2 PERFORMANCE OF FACE DETECTION 142
8.3 PERFORMANCE OF FACE RECOGNITION 149
8.4 PERFORMANCE OF DATABASE CONSTRUCTION ALGORITHMS 156 8.5 OVERALL
PERFORMANCE OF THE WHOLE SYSTEM 158
8.5.1 ONLINE VERSION 159
8.5.2 OFFLINE VERSION 159
8.5.3 CRITICAL ASSUMPTIONS 161
8.6 SUMMARY 161
REFERENCES 162
9 CONCLUSIONS AND FUTURE DIRECTIONS 163
9.1 CONCLUSIONS 163
9.2 FUTURE DIRECTIONS 164
INDEX 165
|
| any_adam_object | 1 |
| author | Mou, Dengpan 1976- |
| author_GND | (DE-588)130647543 |
| author_facet | Mou, Dengpan 1976- |
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| bvnumber | BV025599980 |
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| ctrlnum | (OCoLC)658241467 (DE-599)BVBBV025599980 |
| dewey-full | 006.42 006.37 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.42 006.37 |
| dewey-search | 006.42 006.37 |
| dewey-sort | 16.42 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Mess-/Steuerungs-/Regelungs-/Automatisierungstechnik / Mechatronik |
| edition | 1. Aufl. |
| format | Book |
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| indexdate | 2024-07-09T22:37:15Z |
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| isbn | 9787040223552 9783642007507 |
| language | English |
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| spelling | Mou, Dengpan 1976- Verfasser (DE-588)130647543 aut Machine-based intelligent face recognition Dengpan Mou 1. Aufl. Beijing Higher Education Press 2010 Heidelberg [u.a.] Springer XIV, 171 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Biometrie (DE-588)4124925-2 gnd rswk-swf Gesicht (DE-588)4020687-7 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Bilderkennung (DE-588)4264283-8 gnd rswk-swf Bildfolgenverarbeitung (DE-588)4145414-5 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 gnd rswk-swf Bilderkennung (DE-588)4264283-8 s Biometrie (DE-588)4124925-2 s Gesicht (DE-588)4020687-7 s Maschinelles Sehen (DE-588)4129594-8 s Bildfolgenverarbeitung (DE-588)4145414-5 s Maschinelles Lernen (DE-588)4193754-5 s DE-101 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020195519&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Mou, Dengpan 1976- Machine-based intelligent face recognition Biometrie (DE-588)4124925-2 gnd Gesicht (DE-588)4020687-7 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Bilderkennung (DE-588)4264283-8 gnd Bildfolgenverarbeitung (DE-588)4145414-5 gnd Maschinelles Sehen (DE-588)4129594-8 gnd |
| subject_GND | (DE-588)4124925-2 (DE-588)4020687-7 (DE-588)4193754-5 (DE-588)4264283-8 (DE-588)4145414-5 (DE-588)4129594-8 |
| title | Machine-based intelligent face recognition |
| title_auth | Machine-based intelligent face recognition |
| title_exact_search | Machine-based intelligent face recognition |
| title_full | Machine-based intelligent face recognition Dengpan Mou |
| title_fullStr | Machine-based intelligent face recognition Dengpan Mou |
| title_full_unstemmed | Machine-based intelligent face recognition Dengpan Mou |
| title_short | Machine-based intelligent face recognition |
| title_sort | machine based intelligent face recognition |
| topic | Biometrie (DE-588)4124925-2 gnd Gesicht (DE-588)4020687-7 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Bilderkennung (DE-588)4264283-8 gnd Bildfolgenverarbeitung (DE-588)4145414-5 gnd Maschinelles Sehen (DE-588)4129594-8 gnd |
| topic_facet | Biometrie Gesicht Maschinelles Lernen Bilderkennung Bildfolgenverarbeitung Maschinelles Sehen |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020195519&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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