Artifical neural networks for computer vision:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York [u.a.]
Springer
1992
|
| Schriftenreihe: | Research notes in neural computing
5 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Literaturverz. S. 151 - 162 |
| Beschreibung: | XI,170 S. Ill., graph. Darst. |
| ISBN: | 3540976833 0387976833 |
Internformat
MARC
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| 100 | 1 | |a Zhou, Yi-Tong |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Artifical neural networks for computer vision |c Yi-Tong Zhou ; Rama Chellappa |
| 264 | 1 | |a New York [u.a.] |b Springer |c 1992 | |
| 300 | |a XI,170 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
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| 490 | 1 | |a Research notes in neural computing |v 5 | |
| 500 | |a Literaturverz. S. 151 - 162 | ||
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Datensatz im Suchindex
| _version_ | 1812437754723696640 |
|---|---|
| adam_text |
CONTENTS
PREFACE VII
1 INTRODUCTION 1
1.1 NEURAL METHODS. 1
1.2 PLAN OF THE BOOK. 4
2 COMPUTATIONAL NEURAL NETWORKS 6
2.1 INTRODUCTION. 6
2.2 AMARI AND HOPFIELD NETWORKS. 7
2.3 A DISCRETE NEURAL NETWORK FOR VISION . 10
2.3.1 A DISCRETE NETWORK . 10
2.3.2 DECISION RULES. 11
2.4 DISCUSSION. 13
3 STATIC STEREO 15
3.1 INTRODUCTION. 15
3.2 DEPTH FROM TWO VIEWS . 18
3.3 ESTIMATION OF INTENSITY DERIVATIVES. 19
3.3.1 FITTING DATA USING CHEBYSHEV POLYNOMIALS. 20
3.3.2 ANALYSIS OF FILTER
M{Y). 21
3.3.3 COMPUTATIONAL CONSIDERATION FOR THE NATURAL IMAGES 24
3.4 MATCHING USING A NETWORK . 28
3.5 EXPERIMENTAL RESULTS. 32
3.5.1 RANDOM DOT STEREOGRAMS. 32
3.5.2 NATURAL STEREO IMAGES. 33
3.6 DISCUSSION. 34
4 MOTION STEREO-LATERAL MOTION 44
4.1 INTRODUCTION. 44
4.2 DEPTH FROM LATERAL MOTION. 46
4.3 ESTIMATION OF MEASUREMENT PRIMITIVES. 47
4.3.1 ESTIMATION OF DERIVATIVES. 47
4.3.2 ESTIMATION OF CHAMFER DISTANCE VALUES. 49
BIBLIOGRAFISCHE INFORMATIONEN
HTTP://D-NB.INFO/920601723
X CONTENTS
4.4 BATCH APPROACH . 50
4.4.1 ESTIMATION OF PIXEL POSITIONS. 50
4.4.2 BATCH FORMULATION. 51
4.5 RECURSIVE APPROACH. 52
4.6 MATCHING ERROR. 53
4.7 DETECTION OF OCCLUDING PIXELS. 56
4.8 EXPERIMENTAL RESULTS. 59
4.9 DISCUSSION. 59
5 MOTION STEREO-LONGITUDINAL MOTION 63
5.1 INTRODUCTION. 63
5.2 DEPTH FROM FORWARD MOTION. 65
5.2.1 GENERAL CASE: IMAGES ARE NONEQUALLY SPACED . 65
5.2.2 SPECIAL CASE: IMAGES ARE EQUALLY SPACED. 70
5.3 ESTIMATION OF THE GABOR FEATURES. 71
5.3.1 GABOR CORRELATION OPERATOR. 71
5.3.2 COMPUTATIONAL CONSIDERATIONS. 72
5.4 NEURAL NETWORK FORMULATION . 77
5.5 EXPERIMENTAL RESULTS. 80
5.6 DISCUSSION. 80
6 COMPUTATION OF OPTICAL FLOW 83
6.1 INTRODUCTION. 83
6.2 ESTIMATION OF INTENSITY VALUES AND PRINCIPAL CURVATURES . . 87
6.2.1 ESTIMATION OF POLYNOMIAL COEFFICIENTS. 87
6.2.2 COMPUTING PRINCIPAL CURVATURES. 88
6.2.3 ANALYSIS OF FILTERS. 89
6.3 NEURAL NETWORK FORMULATION . 92
6.3.1 PHYSIOLOGICAL CONSIDERATIONS . 92
6.3.2 COMPUTATIONAL CONSIDERATIONS. 94
6.3.3 COMPUTING FLOW FIELD. 97
6.4 DETECTION OF MOTION DISCONTINUITIES.101
6.5 MULTIPLE FVAME APPROACHES.106
6.5.1 BATCH APPROACH.106
6.5.2 RECURSIVE ALGORITHM.107
6.5.3 DETECTION RULES.108
6.6 EXPERIMENTAL RESULTS.109
6.6.1 SYNTHETIC IMAGE SEQUENCE.110
6.6.2 NATURAL IMAGE SEQUENCE.ILL
6.7 DISCUSSION.112
CONTENTS XI
7 IMAGE RESTORATION 122
7.1 INTRODUCTION.122
7.2 AN IMAGE DEGRADATION MODEL.124
7.3 IMAGE REPRESENTATION .126
7.4 ESTIMATION OF MODEL PARAMETERS.128
7.5 RESTORATION.130
7.6 A PRACTICAL ALGORITHM.131
7.7 COMPUTER SIMULATIONS.133
7.8 CHOOSING BOUNDARY VALUES .135
7.9 COMPARISONS TO OTHER RESTORATION METHODS.139
7.9.1 INVERSE FILTER AND SVD PSEUDOINVERSE FILTER.140
7.9.2 MMSE AND MODIFIED MMSE FILTERS.140
7.10 OPTICAL IMPLEMENTATION.141
7.11 DISCUSSION.146
8 CONCLUSIONS AND FUTURE RESEARCH 147
8.1 CONCLUSIONS.147
8.2 FUTURE RESEARCH .147
BIBLIOGRAPHY 151
INDEX 163 |
| any_adam_object | 1 |
| author | Zhou, Yi-Tong Chellappa, Rama |
| author_facet | Zhou, Yi-Tong Chellappa, Rama |
| author_role | aut aut |
| author_sort | Zhou, Yi-Tong |
| author_variant | y t z ytz r c rc |
| building | Verbundindex |
| bvnumber | BV024781224 |
| classification_rvk | ST 285 ST 300 ST 301 |
| ctrlnum | (OCoLC)231362070 (DE-599)BVBBV024781224 |
| discipline | Informatik |
| format | Book |
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| id | DE-604.BV024781224 |
| illustrated | Illustrated |
| indexdate | 2024-10-09T12:02:14Z |
| institution | BVB |
| isbn | 3540976833 0387976833 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-019463675 |
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| owner | DE-11 DE-188 |
| owner_facet | DE-11 DE-188 |
| physical | XI,170 S. Ill., graph. Darst. |
| publishDate | 1992 |
| publishDateSearch | 1992 |
| publishDateSort | 1992 |
| publisher | Springer |
| record_format | marc |
| series | Research notes in neural computing |
| series2 | Research notes in neural computing |
| spelling | Zhou, Yi-Tong Verfasser aut Artifical neural networks for computer vision Yi-Tong Zhou ; Rama Chellappa New York [u.a.] Springer 1992 XI,170 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Research notes in neural computing 5 Literaturverz. S. 151 - 162 Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Bildverarbeitung (DE-588)4006684-8 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 s Neuronales Netz (DE-588)4226127-2 s DE-604 Bildverarbeitung (DE-588)4006684-8 s Chellappa, Rama Verfasser aut Research notes in neural computing 5 (DE-604)BV001816448 5 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=019463675&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Zhou, Yi-Tong Chellappa, Rama Artifical neural networks for computer vision Research notes in neural computing Neuronales Netz (DE-588)4226127-2 gnd Bildverarbeitung (DE-588)4006684-8 gnd Maschinelles Sehen (DE-588)4129594-8 gnd |
| subject_GND | (DE-588)4226127-2 (DE-588)4006684-8 (DE-588)4129594-8 |
| title | Artifical neural networks for computer vision |
| title_auth | Artifical neural networks for computer vision |
| title_exact_search | Artifical neural networks for computer vision |
| title_full | Artifical neural networks for computer vision Yi-Tong Zhou ; Rama Chellappa |
| title_fullStr | Artifical neural networks for computer vision Yi-Tong Zhou ; Rama Chellappa |
| title_full_unstemmed | Artifical neural networks for computer vision Yi-Tong Zhou ; Rama Chellappa |
| title_short | Artifical neural networks for computer vision |
| title_sort | artifical neural networks for computer vision |
| topic | Neuronales Netz (DE-588)4226127-2 gnd Bildverarbeitung (DE-588)4006684-8 gnd Maschinelles Sehen (DE-588)4129594-8 gnd |
| topic_facet | Neuronales Netz Bildverarbeitung Maschinelles Sehen |
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| volume_link | (DE-604)BV001816448 |
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