Integrated region based image retrieval
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| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boston [u.a.]
Kluwer
2001
|
| Schriftenreihe: | The Kluwer international series on information retrieval
11 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
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| 100 | 1 | |a Wang, James Z. |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Integrated region based image retrieval |c by James Z. Wang |
| 264 | 1 | |a Boston [u.a.] |b Kluwer |c 2001 | |
| 300 | |a XIV, 178 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
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| 490 | 1 | |a The Kluwer international series on information retrieval |v 11 | |
| 650 | 4 | |a Bases de données - Gestion | |
| 650 | 4 | |a Ordinateurs - Mémoires optiques | |
| 650 | 4 | |a Traitement d'images - Techniques numériques | |
| 650 | 4 | |a Database management | |
| 650 | 4 | |a Image processing |x Digital techniques | |
| 650 | 4 | |a Optical storage devices | |
| 650 | 0 | 7 | |a Information-Retrieval-System |0 (DE-588)4670557-0 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Bildbanksystem |0 (DE-588)4145396-7 |2 gnd |9 rswk-swf |
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Datensatz im Suchindex
| _version_ | 1804128811576459264 |
|---|---|
| adam_text | Contents
Preface xi
Acknowledgments xiii
1. INTRODUCTION 1
1. Text based image retrieval 2
2. Content based image retrieval 3
3. Applications of CBIR 3
3.1. Biomedical applications 3
3.2. Web related applications 6
3.3. Other applications 7
4. Summary of our work 7
4.1. Semantics sensitive image retrieval 8
4.2. Image classification 9
4.3. Integrated Region Matching distance 10
4.4. Applications of the methods 12
5. Structure of the book 12
6. Summary 15
2. BACKGROUND 17
1. Introduction 17
2. Content based image retrieval 17
2.1. Major challenges 18
2.2. Previous work 24
2.3. CBIR for biomedical image databases 33
3. Image semantic classification 34
3.1. Semantic classification for photographs 34
3.2. Medical image classification 36
4. Summary 37
viii INTEGRATED REGION BASED IMAGE RETRIEVAL
3. WAVELETS 39
1. Introduction 39
2. Fourier transform 40
3. Wavelet transform 41
3.1. Haar wavelet transform 41
3.2. Daubechies wavelet transform 42
4. Applications of wavelets 46
5. Summary 48
4. STATISTICAL CLUSTERING AND CLASSIFICATION 49
1. Introduction 49
2. Artißcial intelligence and machine learning 50
3. Statistical clustering 51
3.1. The k means algorithm 51
3.2. The TSVQ algorithm 53
4. Statistical classification 55
4.1. The CART algorithm 55
5. Summary 60
5. WAVELET BASED IMAGE INDEXING AND SEARCHING 63
1. Introduction 63
2. Preprocessing 64
2.1. Scale normalization 64
2.2. Color space normalization 65
3. Multiresolution indexing 65
3.1. Color layout 66
3.2. Indexing with the Haar wavelet 66
3.3. Overview of WBIIS 67
4. The indexing algorithm 68
5. The matching algorithm 70
5.1. Fully specified query matching 70
5.2. Partial query 73
6. Performance 75
7. Limitations 83
8. Summary 84
Contents ix
6. SEMANTICS SENSITIVE INTEGRATED MATCHING 85
1. Introduction 85
2. Overview 86
3. Image segmentation 86
4. Image classification 90
4.1. Textured vs. non textured images 90
4.2. Graph vs. photograph images 92
5. The similarity metric 93
5.1. Integrated region matching 93
5.2. Distance between regions 98
6. System for biomedical image databases 101
6.1. Feature extraction 102
6.2. Wavelet based progressive transmission 102
7. Clustering for large databases 103
8. Summary 104
7. IMAGE CLASSIFICATION BY IMAGE MATCHING 105
1. Introduction 105
2. Industrial Solutions 106
3. Related work in academia 106
4. System for screening objectionable images 107
4.1. Moments 108
4.2. The algorithm 109
4.3. Evaluation 113
5. Classifying objectionable Websites 114
5.1. The algorithm 115
5.2. Statistical classification process for Websites 116
5.3. Limitations 121
5.4. Evaluation 121
6. Summary 122
8. EVALUATION 123
1. Introduction 123
2. Overview 123
3. Data sets 124
3.1. The COREL data set 124
3.2. Pathology data set 124
4. Query interfaces 125
4.1. Web access interface 125
4.2. JAVA drawing interface 126
4.3. External query interface 127
4.4. Progressive browsing 128
5. Characteristics of IRM 128
x INTEGRATED REGION BASED IMAGE RETRIEVAL
6. Accuracy 129
6.1. Picture libraries 131
6.2. Systematic evaluation 136
6.3. Biomedical image databases 144
7. Robustness 145
7.1. Intensity Variation 147
7.2. Sharpness Variation 148
7.3. Color distortions 148
7.4. Other intentional distortions 149
7.5. Cropping and scaling 150
7.6. Shifting 150
7.7. Rotation 151
8. Speed 152
9. Summary 154
9. CONCLUSIONS AND FUTURE WORK 159
1. Summary 159
2. Limitations 160
3. Areas of future work 161
References 165
Index
177
|
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| ctrlnum | (OCoLC)45963256 (DE-599)BVBBV013962164 |
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| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
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| id | DE-604.BV013962164 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:55:11Z |
| institution | BVB |
| isbn | 0792373502 |
| language | English |
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| oclc_num | 45963256 |
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| owner_facet | DE-703 DE-11 |
| physical | XIV, 178 S. Ill., graph. Darst. |
| publishDate | 2001 |
| publishDateSearch | 2001 |
| publishDateSort | 2001 |
| publisher | Kluwer |
| record_format | marc |
| series | The Kluwer international series on information retrieval |
| series2 | The Kluwer international series on information retrieval |
| spelling | Wang, James Z. Verfasser aut Integrated region based image retrieval by James Z. Wang Boston [u.a.] Kluwer 2001 XIV, 178 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier The Kluwer international series on information retrieval 11 Bases de données - Gestion Ordinateurs - Mémoires optiques Traitement d'images - Techniques numériques Database management Image processing Digital techniques Optical storage devices Information-Retrieval-System (DE-588)4670557-0 gnd rswk-swf Bildbanksystem (DE-588)4145396-7 gnd rswk-swf Bildbanksystem (DE-588)4145396-7 s Information-Retrieval-System (DE-588)4670557-0 s DE-604 The Kluwer international series on information retrieval 11 (DE-604)BV011555884 11 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009555449&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Wang, James Z. Integrated region based image retrieval The Kluwer international series on information retrieval Bases de données - Gestion Ordinateurs - Mémoires optiques Traitement d'images - Techniques numériques Database management Image processing Digital techniques Optical storage devices Information-Retrieval-System (DE-588)4670557-0 gnd Bildbanksystem (DE-588)4145396-7 gnd |
| subject_GND | (DE-588)4670557-0 (DE-588)4145396-7 |
| title | Integrated region based image retrieval |
| title_auth | Integrated region based image retrieval |
| title_exact_search | Integrated region based image retrieval |
| title_full | Integrated region based image retrieval by James Z. Wang |
| title_fullStr | Integrated region based image retrieval by James Z. Wang |
| title_full_unstemmed | Integrated region based image retrieval by James Z. Wang |
| title_short | Integrated region based image retrieval |
| title_sort | integrated region based image retrieval |
| topic | Bases de données - Gestion Ordinateurs - Mémoires optiques Traitement d'images - Techniques numériques Database management Image processing Digital techniques Optical storage devices Information-Retrieval-System (DE-588)4670557-0 gnd Bildbanksystem (DE-588)4145396-7 gnd |
| topic_facet | Bases de données - Gestion Ordinateurs - Mémoires optiques Traitement d'images - Techniques numériques Database management Image processing Digital techniques Optical storage devices Information-Retrieval-System Bildbanksystem |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009555449&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV011555884 |
| work_keys_str_mv | AT wangjamesz integratedregionbasedimageretrieval |