Programming computer vision with Python: [tools and algorithms for analyzing images]
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| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Beijing ; Köln [u.a.]
O'Reilly
2012
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| Edition: | 1. ed. |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XII, 247 S. Ill., graph. Darst. |
| ISBN: | 9781449316549 1449316549 |
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Record in the Search Index
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| adam_text | Titel: Programming computer vision with Python
Autor: Solem, Jan Erik
Jahr: 2012
Table of Contents
Preface.......................................................vii
1. Basic Image Handling and Processing...............................1
1.1 PIL—The Python Imaging Library 1
1.2 Matplotlib 3
13 NumPy 7
1.4 SciPy 16
L5 Advanced Example: Image De-Noising 23
Exercises 26
Conventions for the Code Examples 27
2. Local Image Descriptors........................................29
2.1 Harris Corner Detector 29
2.2 SIFT—Scale-Invariant Feature Transform 36
23 Matching Geotagged Images 44
Exercises 51
3. Image to Image Mappings......................................53
3.1 Homographies 53
3.2 Warping Images 57
33 Creating Panoramas 70
Exercises 77
4. Camera Modelsand Augmented Reality.............................79
4.1 The Pin-Hole Camera Model 79
4.2 Camera Calibration 84
43 Pose Estimation from Planes and Markers 86
4.4 Augmented Reality 89
Exercises 98
5. Multiple View Geometry.......................................99
5.1 Epipolar Geometry 99
5.2 Computing with Cameras and 3D Structure 107
53 Multiple View Reconstruction 113
5.4 Stereo Images 120
Exercises 125
6. Clustering Images........................................... 127
6.1 K-Means Clustering 127
6.2 Hierarchical Clustering 133
63 Spectral Clustering 140
Exercises 145
7. Searching Images........................................... 147
7.1 Content-Based Image Retrieval 147
7.2 Visual Words 148
73 Indexing Images 151
7.4 Searching the Database for Images 155
75 Ranking Results Using Geometry 160
7.6 Building Demos and Web Applications 162
Exercises 165
8. Classifying Image Content..................................... 167
8.1 K-Nearest Neighbors 167
8.2 Bayes Classifier 175
83 Support Vector Machines 179
8.4 Optical Character Recognition 183
Exercises 189
9. Image Segmentation........................................ 191
9.1 Graph Cuts 191
9.2 Segmentation Using Clustering 200
93 Variational Methods 204
Exercises 206
10. OpenCV.................................................. 209
10.1 The OpenCV Python Interface 209
10.2 OpenCV Basics 210
103 Processing Video 213
10.4 Tracking 216
10.5 More Examples 223
Exercises 226
iv | Table of Contents
A. Installing Packages..........................................227
A.l NumPy and SciPy 227
A.2 Matplotlib 228
A3 PIL 228
A.4 LibSVM 228
AJ OpenCV 229
A.6 VLFeat 230
A.7 PyGame 230
A.8 PyOpenGL 230
A.9 Pydot 230
A.10 Python-graph 231
A.11 Simplejson 231
A.12 PySQLite 232
A.13 CherryPy 232
B. ImageDatasets............................................233
B.l Flickr 233
B.2 Panoramio 234
B3 Oxford Visual Geometry Group 235
B.4 University of Kentucky Recognition Benchmark Images 235
B.5 Other 235
C. ImageCredits .............................................237
C.l Images from Flickr 237
C.2 Other Images 238
C.3 Illustrations 238
References....................................................239
Index........................................................243
Table of Contents | v
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| indexdate | 2024-07-10T00:17:16Z |
| institution | BVB |
| isbn | 9781449316549 1449316549 |
| language | English |
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| publishDate | 2012 |
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| publisher | O'Reilly |
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| spelling | Solem, Jan Erik Verfasser aut Programming computer vision with Python [tools and algorithms for analyzing images] Jan Erik Solem 1. ed. Beijing ; Köln [u.a.] O'Reilly 2012 XII, 247 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Maschinelles Sehen (DE-588)4129594-8 gnd rswk-swf Python Programmiersprache (DE-588)4434275-5 gnd rswk-swf Maschinelles Sehen (DE-588)4129594-8 s Python Programmiersprache (DE-588)4434275-5 s DE-604 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024973940&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Solem, Jan Erik Programming computer vision with Python [tools and algorithms for analyzing images] Maschinelles Sehen (DE-588)4129594-8 gnd Python Programmiersprache (DE-588)4434275-5 gnd |
| subject_GND | (DE-588)4129594-8 (DE-588)4434275-5 |
| title | Programming computer vision with Python [tools and algorithms for analyzing images] |
| title_auth | Programming computer vision with Python [tools and algorithms for analyzing images] |
| title_exact_search | Programming computer vision with Python [tools and algorithms for analyzing images] |
| title_full | Programming computer vision with Python [tools and algorithms for analyzing images] Jan Erik Solem |
| title_fullStr | Programming computer vision with Python [tools and algorithms for analyzing images] Jan Erik Solem |
| title_full_unstemmed | Programming computer vision with Python [tools and algorithms for analyzing images] Jan Erik Solem |
| title_short | Programming computer vision with Python |
| title_sort | programming computer vision with python tools and algorithms for analyzing images |
| title_sub | [tools and algorithms for analyzing images] |
| topic | Maschinelles Sehen (DE-588)4129594-8 gnd Python Programmiersprache (DE-588)4434275-5 gnd |
| topic_facet | Maschinelles Sehen Python Programmiersprache |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024973940&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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