Object Tracking

  1. Single Object Tracking
    1. Problem Formulation
      1. Initialization with Ground Truth
        1. Online vs Offline Tracking
        2. Generative Tracking Methods
          1. Template Matching
            1. Cross-correlation
              1. Template Update Strategies
              2. Mean-Shift Tracking
                1. Kernel Density Estimation
                  1. Iterative Mode Seeking
                  2. Particle Filters
                    1. Likelihood Computation
                      1. Handling Uncertainty
                    2. Discriminative Tracking Methods
                      1. Online Learning Classifiers
                        1. Adaptive Appearance Models
                          1. Update Mechanisms
                          2. Correlation Filter-based Trackers
                            1. Minimum Output Sum of Squared Error
                              1. Filter Training
                                1. Filter Application
                                2. Kernelized Correlation Filters
                                  1. Use of Kernel Trick
                                    1. Multi-channel Features
                                    2. Discriminative Correlation Filter with Channel and Spatial Reliability
                                      1. Channel Reliability Estimation
                                        1. Spatial Reliability Maps
                                      2. Deep Learning-based SOT
                                        1. Siamese Network-based Trackers
                                          1. Fully-Convolutional Siamese Networks
                                            1. Architecture and Training
                                              1. Matching Mechanism
                                              2. Siamese Region Proposal Network
                                                1. Region Proposal Integration
                                                  1. Multi-scale Tracking
                                                2. Transformer-based Trackers
                                                  1. Self-attention Mechanisms
                                                    1. Sequence Modeling for Tracking

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                                              2. Fundamental Concepts and Components

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                                              4. Multiple Object Tracking