Video Analytics and Processing

  1. Evaluation and Performance Assessment
    1. Evaluation Metrics
      1. Detection Metrics
        1. Precision and Recall
          1. F1-Score
            1. Average Precision
            2. Tracking Metrics
              1. Multiple Object Tracking Accuracy
                1. Identity Switches
                  1. Track Fragmentation
                  2. Segmentation Metrics
                    1. Intersection over Union
                      1. Pixel Accuracy
                        1. Mean IoU
                        2. Recognition Metrics
                          1. Top-k Accuracy
                            1. Confusion Matrices
                              1. ROC Curves
                            2. Benchmarking and Datasets
                              1. Standard Datasets
                                1. Object Detection Datasets
                                  1. Action Recognition Datasets
                                    1. Tracking Datasets
                                    2. Evaluation Protocols
                                      1. Cross-validation Methods
                                        1. Train-Test Splits
                                          1. Temporal Evaluation
                                        2. Performance Optimization
                                          1. Speed vs Accuracy Trade-offs
                                            1. Resource Utilization Analysis
                                              1. Scalability Assessment
                                                1. Robustness Testing

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                                              10. Domain-Specific Applications

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                                              1. Foundations of Digital Video