Video Analytics and Processing

  1. Action and Activity Recognition
    1. Action Recognition Fundamentals
      1. Action vs Activity Definitions
        1. Temporal Granularity Levels
          1. Action Representation Methods
          2. Traditional Action Recognition
            1. Hand-crafted Feature Approaches
              1. Bag of Visual Words for Actions
                1. Space-time Interest Points
                  1. Dense Trajectory Features
                  2. Deep Learning for Action Recognition
                    1. Two-stream Networks
                      1. Spatial Stream Processing
                        1. Temporal Stream Processing
                          1. Fusion Strategies
                          2. 3D Convolutional Networks
                            1. 3D CNN Architectures
                              1. Spatio-temporal Convolutions
                                1. Temporal Modeling
                                2. Recurrent Neural Networks
                                  1. LSTM for Action Recognition
                                    1. Attention-based RNNs
                                      1. Sequence-to-sequence Models
                                      2. Transformer-based Methods
                                        1. Video Transformers
                                          1. Self-attention for Temporal Modeling
                                            1. Multi-scale Temporal Analysis
                                          2. Complex Activity Recognition
                                            1. Hierarchical Activity Models
                                              1. Multi-person Activity Recognition
                                                1. Group Activity Analysis
                                                  1. Long-term Activity Understanding
                                                  2. Evaluation and Datasets
                                                    1. Performance Metrics
                                                      1. Standard Datasets
                                                        1. Benchmarking Protocols

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                                                      6. Video Segmentation and Scene Analysis

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                                                      8. Advanced Analytics and Applications