Intelligent surveillance systems:
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Dordrecht [u.a.]
Springer
2011
|
| Series: | International series on intelligent systems, control and automation--science and engineering
51 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | xix, 166 S. Ill., graph. Darst. |
| ISBN: | 9789400711365 |
Staff View
MARC
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Record in the Search Index
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| adam_text | Titel: Intelligent surveillance systems
Autor: Qian, Huihuan
Jahr: 2011
Contents
1 Introduction................................................... 1
1.1 Background............................................... 1
1.2 Existing Surveillance Systems................................ 2
1.3 Book Contents............................................. 3
1.4 Conclusion................................................ 5
2 Background/Foreground Detection............................... 7
2.1 Introduction............................................... 7
2.2 Pattern Classification Method................................ 7
2.2.1 Overview of Background Update Methods .............. 7
2.2.2 Pattern Classification-based Adaptive Background
Update Method...................................... 11
2.3 Frame Differencing Method.................................. 16
2.4 Optical Flow Method....................................... 20
2.5 Conclusion................................................ 21
3 Segmentation and Tracking..................................... 23
3.1 Introduction............................................... 23
3.2 Segmentation ............................................. 23
3.3 Tracking.................................................. 28
3.3.1 Hybrid Tracking Method ............................. 28
3.3.2 Particle Filter-based Tracking Method .................. 31
3.3.3 Local Binary Pattern-based Tracking Method ............ 35
3.4 Conclusion................................................ 43
4 Behavior Analysis of Individuals................................. 45
4.1 Introduction............................................... 45
4.2 Learning-based Behavior Analysis............................ 45
4.2.1 Contour-based Feature Analysis ....................... 45
4.2.2 Motion-based Feature Analysis ........................ 49
4.3 Rule-based Behavior Analysis ............................... 55
4.4 Application: Household Surveillance Robot .................... 56
4.4.1 System Implementation............................... 60
4.4.2 Combined Surveillance with Video and Audio ........... 61
4.4.3 Experimental Results................................. 65
4.5 Conclusion................................................ 68
Facial Analysis of Individuals.................................... 71
5.1 Feature Extraction ......................................... 73
5.1.1 Supervised PCA for Feature Generation................. 73
5.1.2 ICA-based Feature Extraction.......................... 75
5.2 Fusion of SVM Classifiers................................... 76
5.3 System and Experiments.................................... 78
5.3.1 Implementation...................................... 79
5.3.2 Experiment Result................................... 80
5.4 Conclusion................................................ 80
Behavior Analysis of Human Groups............................. 81
6.1 Introduction............................................... 81
6.2 Agent Tracking and Status Analysis .......................... 82
6.3 Group Analysis............................................ 83
6.3.1 Queuing ........................................... 85
6.3.2 Gathering and Dispersing............................. 87
6.4 Experiments............................................... 88
6.4.1 Multi-Agent Queuing................................. 90
6.4.2 Gathering and Dispersing............................. 90
6.5 Conclusion................................................ 91
Static Analysis of Crowds: Human Counting and Distribution....... 93
7.1 Blob-based Human Counting and Distribution .................. 93
7.1.1 Overview........................................... 94
7.1.2 Preprocessing....................................... 96
7.1.3 Input Selection...................................... 96
7.1.4 Blob Learning ...................................... 98
7.1.5 Experiments........................................ 99
7.1.6 Conclusion .........................................101
7.2 Feature-based Human Counting and Distribution................101
7.2.1 Overview...........................................102
7.2.2 Initial Calibration....................................104
7.2.3 Density Estimation ..................................108
7.2.4 Detection of an Abnormal Density Distribution ..........112
7.2.5 Experiment Results ..................................114
7.2.6 Conclusion .........................................117
8 Dynamic Analysis of Crowd Behavior............................119
8.1 Behavior Analysis of Individuals in Crowds....................119
8.2 Energy-based Behavior Analysis of Groups in Crowds ...........120
8.2.1 First Video Energy ..................................123
8.2.2 Second Video Energy ................................127
8.2.3 Third Video Energy..................................131
8.2.4 Experiment using a Metro Surveillance System ..........133
8.2.5 Experiment Using an ATM Surveillance System..........137
8.3 RANSAC-based Behavior Analysis of Groups in Crowds ........146
8.3.1 Random Sample Consensus (RANSAC) ................146
8.3.2 Estimation of Crowd Flow Direction ...................148
8.3.3 Definition of a Group in a Crowd (Crowd Group).........150
8.3.4 Experiment and Discussion............................152
References.........................................................155
Index.............................................................165
|
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| illustrated | Illustrated |
| indexdate | 2024-07-09T23:59:36Z |
| institution | BVB |
| isbn | 9789400711365 |
| language | English |
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| physical | xix, 166 S. Ill., graph. Darst. |
| publishDate | 2011 |
| publishDateSearch | 2011 |
| publishDateSort | 2011 |
| publisher | Springer |
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| series | International series on intelligent systems, control and automation--science and engineering |
| series2 | International series on intelligent systems, control and automation--science and engineering |
| spelling | Qian, Huihuan Verfasser aut Intelligent surveillance systems Qian Huihuan, Xinyu Wu, Yangsheng Xu Dordrecht [u.a.] Springer 2011 xix, 166 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier International series on intelligent systems, control and automation--science and engineering 51 Videoüberwachung (DE-588)4758780-5 gnd rswk-swf Automation (DE-588)4003957-2 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Electronic surveillance. Intelligent control systems. Command and control systems--Technological innovations. Videoüberwachung (DE-588)4758780-5 s Automation (DE-588)4003957-2 s Maschinelles Lernen (DE-588)4193754-5 s DE-604 Wu, Xinyu Verfasser aut Xu, Yangsheng Verfasser (DE-588)130419540 aut International series on intelligent systems, control and automation--science and engineering 51 (DE-604)BV024977557 51 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024148350&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Qian, Huihuan Wu, Xinyu Xu, Yangsheng Intelligent surveillance systems International series on intelligent systems, control and automation--science and engineering Videoüberwachung (DE-588)4758780-5 gnd Automation (DE-588)4003957-2 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| subject_GND | (DE-588)4758780-5 (DE-588)4003957-2 (DE-588)4193754-5 |
| title | Intelligent surveillance systems |
| title_auth | Intelligent surveillance systems |
| title_exact_search | Intelligent surveillance systems |
| title_full | Intelligent surveillance systems Qian Huihuan, Xinyu Wu, Yangsheng Xu |
| title_fullStr | Intelligent surveillance systems Qian Huihuan, Xinyu Wu, Yangsheng Xu |
| title_full_unstemmed | Intelligent surveillance systems Qian Huihuan, Xinyu Wu, Yangsheng Xu |
| title_short | Intelligent surveillance systems |
| title_sort | intelligent surveillance systems |
| topic | Videoüberwachung (DE-588)4758780-5 gnd Automation (DE-588)4003957-2 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| topic_facet | Videoüberwachung Automation Maschinelles Lernen |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024148350&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV024977557 |
| work_keys_str_mv | AT qianhuihuan intelligentsurveillancesystems AT wuxinyu intelligentsurveillancesystems AT xuyangsheng intelligentsurveillancesystems |