Remote Sensing

  1. Image Classification and Analysis
    1. Visual Image Interpretation
      1. Elements of Image Interpretation
        1. Tone and Color
          1. Texture
            1. Shape
              1. Size
                1. Pattern
                  1. Shadow
                    1. Association
                      1. Site and Situation
                      2. Interpretation Keys
                        1. Stereoscopic Interpretation
                          1. Multi-temporal Analysis
                          2. Digital Classification Methods
                            1. Unsupervised Classification
                              1. K-Means Clustering
                                1. ISODATA Algorithm
                                  1. Fuzzy C-Means
                                    1. Cluster Analysis
                                      1. Post-classification Processing
                                      2. Supervised Classification
                                        1. Training Data Requirements
                                          1. Training Site Selection
                                            1. Feature Space Analysis
                                              1. Classification Algorithms
                                                1. Minimum Distance Classifier
                                                  1. Parallelepiped Classifier
                                                    1. Maximum Likelihood Classifier
                                                      1. Mahalanobis Distance
                                                        1. Support Vector Machines
                                                          1. Random Forest
                                                            1. Neural Networks
                                                              1. Decision Trees
                                                            2. Hybrid Classification Approaches
                                                            3. Object-Based Image Analysis
                                                              1. Image Segmentation
                                                                1. Segmentation Algorithms
                                                                  1. Scale Parameters
                                                                    1. Homogeneity Criteria
                                                                    2. Object Feature Extraction
                                                                      1. Spectral Features
                                                                        1. Spatial Features
                                                                          1. Textural Features
                                                                            1. Contextual Features
                                                                            2. Rule-Based Classification
                                                                              1. Hierarchical Classification
                                                                              2. Classification Accuracy Assessment
                                                                                1. Reference Data Collection
                                                                                  1. Sampling Design
                                                                                    1. Error Matrix Construction
                                                                                      1. Accuracy Metrics
                                                                                        1. Overall Accuracy
                                                                                          1. Producer's Accuracy
                                                                                            1. User's Accuracy
                                                                                              1. Kappa Coefficient
                                                                                                1. F1 Score
                                                                                                2. Statistical Significance Testing
                                                                                                  1. Error Sources and Mitigation

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                                                                                                10. Image Transformations

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                                                                                                12. Change Detection Analysis