Classification methods for remotely sensed data:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
London [u.a.]
Taylor & Francis
2001
|
| Edition: | 1. publ. |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XI, 332 S. Ill., graph. Darst. |
| ISBN: | 0415259088 0415259096 |
Staff View
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Record in the Search Index
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| adam_text | CLASSIFICATION METHODS FOR REMOTELY SENSED DATA BRANDT TSO AND PAUL M.
MATHER LONDON AND NEW YORK CONTENTS COLOUR PLATES APPEAR BETWEEN PAGES
148 AND 149 PREFACE VII 1 REMOTE SENSING IN THE OPTICAL AND MICROWAVE
REGIONS I 1.1 INTRODUCTION TO REMOTE SENSING 5 1.2 OPTICAL REMOTE
SENSING SYSTEMS 11 1.3 ATMOSPHERIC CORRECTION 12 1.4 CORRECTION FOR
TOPOGRAPHIC EFFECTS 21 1.5 REMOTE SENSING IN THE MICROWAVE REGION 24 1.6
RADAR FUNDAMENTALS 25 1.7 IMAGING RADAR POLARIMETRY 33 1.8 RADAR SPECKLE
SUPPRESSION 40 2 PATTERN RECOGNITION PRINCIPLES 54 2.1 FEATURE SPACE
MANIPULATION 56 2.2 FEATURE SELECTION 67 2.3 A BRIEF DESCRIPTION OF
PATTERN RECOGNITION TECHNIQUES 68 2.4 COMBINING CLASSIFIERS 86 2.5
INCORPORATION OF ANCILLARY INFORMATION 87 2.6 SAMPLING SCHEME AND SAMPLE
SIZE 90 2.7 ESTIMATION OF CLASSIFICATION ACCURACY 95 2.8 EPILOGUE 100 3
PATTERN RECOGNITION USING ARTIFICIAL NEURAL NETWORKS 102 3.1 MULTI-LAYER
PERCEPTRON 103 3.2 KOHONEN S SELF-ORGANISING FEATURE MAP 114 3.3
COUNTER-PROPAGATION NETWORKS 122 3.4 HOPFIELD NETWORKS 125 3.5 ADAPTIVE
RESONANCE THEORY (ART) 133 VI CONTENTS 3.6 NEURAL NETWORKS IN REMOTE
SENSING IMAGE CLASSIFICATION 140 4 METHODS BASED ON FUZZY SET THEORY 149
4.1 INTRODUCTION TO FUZZY SET THEORY 150 4.2 FUZZY C-MEANS CLUSTERING
ALGORITHM 153 4.3 FUZZY MAXIMUM LIKELIHOOD CLASSIFICATION 157 4.4 FUZZY
RULE BASE 159 4.5 IMAGE CLASSIFICATION USING FUZZY RULES 169 4.6 FUZZY
CLASSIFICATION: INTERPRETATION OF MIXED PIXELS 176 5 TEXTURE
QUANTISATION 186 5.1 FRACTAL AND MULTIFRACTAL DIMENSIONS 187 5.2
FREQUENCY DOMAIN FILTERING 207 5.3 GREY LEVEL CO-OCCURRENCE MATRIX
(GLCM) 212 5.4 MULTIPLICATIVE AUTOREGRESSIVE RANDOM FIELDS 216 5.5 THE
SEMIVARIOGRAM AND WINDOW SIZE DETERMINATION 219 5.6 EXPERIMENTAL
ANALYSIS 223 6 MODELLING CONTEXT USING MARKOV RANDOM FIELDS 230 6.1
MARKOV RANDOM FIELDS AND GIBBS RANDOM FIELDS 231 6.2 CONSTRUCTION OF
POSTERIOR ENERGY 241 6.3 ROBUST M ESTIMATOR 251 6.4 PARAMETER ESTIMATION
255 6.5 MAP-MRF CLASSIFICATION ALGORITHMS 260 6.6 EXPERIMENTAL RESULTS
267 7 MULTISOURCE CLASSIFICATION 271 7.1 STACKED-VECTOR METHOD 272 * 7.2
INCORPORATING TOPOGRAPHIC DATA 273 7.3 THE EXTENSION OF BAYESIAN
CLASSIFICATION THEORY 274 7.4 EVIDENTIAL REASONING 281 7.5 DEALING WITH
SOURCE RELIABILITY 289 7.6 EXPERIMENTAL RESULTS 295 REFERENCES 299 INDEX
32 6
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| any_adam_object | 1 |
| author | Tso, Brandt Mather, Paul M. |
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| author_role | aut aut |
| author_sort | Tso, Brandt |
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| bvnumber | BV014584432 |
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| dewey-full | 621.36/78 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 621 - Applied physics |
| dewey-raw | 621.36/78 |
| dewey-search | 621.36/78 |
| dewey-sort | 3621.36 278 |
| dewey-tens | 620 - Engineering and allied operations |
| discipline | Geowissenschaften Informatik Elektrotechnik / Elektronik / Nachrichtentechnik Geographie |
| edition | 1. publ. |
| format | Book |
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| spelling | Tso, Brandt Verfasser aut Classification methods for remotely sensed data Brandt Tso and Paul M. Mather 1. publ. London [u.a.] Taylor & Francis 2001 XI, 332 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Géomatique ram Patroonherkenning gtt Reconnaissance des formes (Informatique) Remote sensing gtt Systèmes d'information géographique ram Télédétection Pattern recognition systems Remote sensing Methode (DE-588)4038971-6 gnd rswk-swf Soft Computing (DE-588)4455833-8 gnd rswk-swf Fuzzy-Logik (DE-588)4341284-1 gnd rswk-swf Mustererkennung (DE-588)4040936-3 gnd rswk-swf Klassifikation (DE-588)4030958-7 gnd rswk-swf Satellitenbildauswertung (DE-588)4116326-6 gnd rswk-swf Fernerkundung (DE-588)4016796-3 gnd rswk-swf Fernerkundung (DE-588)4016796-3 s Fuzzy-Logik (DE-588)4341284-1 s Mustererkennung (DE-588)4040936-3 s Klassifikation (DE-588)4030958-7 s Methode (DE-588)4038971-6 s 1\p DE-604 Satellitenbildauswertung (DE-588)4116326-6 s Soft Computing (DE-588)4455833-8 s 2\p DE-604 Mather, Paul M. Verfasser aut GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009915247&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Tso, Brandt Mather, Paul M. Classification methods for remotely sensed data Géomatique ram Patroonherkenning gtt Reconnaissance des formes (Informatique) Remote sensing gtt Systèmes d'information géographique ram Télédétection Pattern recognition systems Remote sensing Methode (DE-588)4038971-6 gnd Soft Computing (DE-588)4455833-8 gnd Fuzzy-Logik (DE-588)4341284-1 gnd Mustererkennung (DE-588)4040936-3 gnd Klassifikation (DE-588)4030958-7 gnd Satellitenbildauswertung (DE-588)4116326-6 gnd Fernerkundung (DE-588)4016796-3 gnd |
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| title | Classification methods for remotely sensed data |
| title_auth | Classification methods for remotely sensed data |
| title_exact_search | Classification methods for remotely sensed data |
| title_full | Classification methods for remotely sensed data Brandt Tso and Paul M. Mather |
| title_fullStr | Classification methods for remotely sensed data Brandt Tso and Paul M. Mather |
| title_full_unstemmed | Classification methods for remotely sensed data Brandt Tso and Paul M. Mather |
| title_short | Classification methods for remotely sensed data |
| title_sort | classification methods for remotely sensed data |
| topic | Géomatique ram Patroonherkenning gtt Reconnaissance des formes (Informatique) Remote sensing gtt Systèmes d'information géographique ram Télédétection Pattern recognition systems Remote sensing Methode (DE-588)4038971-6 gnd Soft Computing (DE-588)4455833-8 gnd Fuzzy-Logik (DE-588)4341284-1 gnd Mustererkennung (DE-588)4040936-3 gnd Klassifikation (DE-588)4030958-7 gnd Satellitenbildauswertung (DE-588)4116326-6 gnd Fernerkundung (DE-588)4016796-3 gnd |
| topic_facet | Géomatique Patroonherkenning Reconnaissance des formes (Informatique) Remote sensing Systèmes d'information géographique Télédétection Pattern recognition systems Methode Soft Computing Fuzzy-Logik Mustererkennung Klassifikation Satellitenbildauswertung Fernerkundung |
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