Multi-Sources Information Fusion
for Satellite Images Classification
LIST OF FIGURES
LIST OF TABLES
ABSTRACT
INTRODUCTION
Problem
Satellites and Images
Recognition
Information Fusion/Aggregation
Content
BASIC DATA
: Information Sources and Samples
The Information Sources
LANDSAT Images of Palni Area
Out-Image Data
The Map of Areas Favourable to Each Class
Samples of Each Class
The Learning Step
Calculation of the Possibility Distributions from the Histograms of Grey Levels.
Classification Accuracy
Classification Process
Estimation of Classification Accuracy
A More Realistic Estimation
MONO-BAND CLASSIFICATION
Classification Rates
Spectral Band MSS4
Spectral Band MSS5
Spectral Band MSS6
Spectral Band MSS7
Confusion matrices
Spectral Band MSS4
Spectral Band MSS5
Spectral Band MSS6
Spectral Band MSS7
INFORMATION-FUSION IN PROBABILITY THEORY
THEORY
Review of Probability Theory
Classifiers
An Example
Bayes' Decision Theory
Example
Classifier
Parameters
Conclusion
APPLICATIONS: Fusion by Bayes' Rule
Estimation of the Probabilities
a priori
.
Estimation of the Costs of Bad Classification
T
l
'/
l
.
Computation of the Densities of Probability
f
l
.
Implementation of the Bayes' Rule
Fusion of Four Spectral Bands MSS4 to MSS7 using Bayes' Rule
Fusion of the Spectral Band and the Out-Image Data using Bayes' Rule
INFORMATION FUSION IN POSSIBILITY THEORY
GENERAL PRINCIPLES
Information Fusion Methods
BASIC CONCEPTS
Fuzzy Logic
Possibility Theory
Fuzzy Sets and Possibility Distributions
CONJUNCTIVE
FUSION
Theory
Application
RENORMALIZED CONJUNCTIVE
FUSION
DISJUNCTIVE
FUSION
Theory
Application
ADAPTIVE
FUSION
Theory
Application
Conclusion on Adaptive Fusion
QUANTIFIED ADAPTIVE
FUSION
Theory
Application
FUSION BY
PRIORITY
Theory
Applications
Conclusion on Fusion by Priority
CONCLUSION ON FUSION IN POSSIBILITY THEORY
INFORMATION-FUSION IN BELIEF THEORY
THEORY
Belief Representation
Dempster's Rule of Combination
Decision
Conclusion on Belief Theory
APPLICATIONS
Dempster-Shafer's Rule Implementation
Fusion by Dempster-Schafer's Rule of the Four Spectral Bands MSS4 to MSS7 of LANDSAT Image
Fusion by Dempster-Schafer's Rule of the Four Spectral Bands MSS4 to MSS7 of LANDSAT Image and Out-Image Data
Conclusion on Dempster-Shafer's Rule
BIBLIOGRAPHY
IRIT-UPS
.
