Video Analytics and Processing

  1. Object Tracking and Motion Analysis
    1. Single Object Tracking
      1. Tracking Problem Formulation
        1. Initialization Strategies
          1. Template-based Tracking
            1. Correlation Filter Tracking
              1. Particle Filter Tracking
                1. Kalman Filter Tracking
                  1. State Space Models
                    1. Prediction and Update Steps
                      1. Extended Kalman Filters
                      2. Deep Learning Tracking
                        1. Siamese Networks
                          1. Correlation Filter with Deep Features
                            1. End-to-end Tracking Models
                          2. Multiple Object Tracking
                            1. Data Association Problem
                              1. Hungarian Algorithm
                                1. Joint Detection and Tracking
                                  1. Tracking-by-detection Paradigm
                                    1. Identity Management
                                      1. Track Initialization and Termination
                                        1. Occlusion Handling
                                        2. Advanced Tracking Techniques
                                          1. Long-term Tracking
                                            1. Re-identification in Tracking
                                              1. Multi-camera Tracking
                                                1. Distributed Tracking Systems
                                                2. Motion Pattern Analysis
                                                  1. Trajectory Analysis
                                                    1. Motion Clustering
                                                      1. Abnormal Motion Detection
                                                        1. Group Motion Analysis

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                                                      4. Object Detection and Recognition

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                                                      6. Video Segmentation and Scene Analysis