Contextual Analysis of Videos

Book description

video context analysis, interactive Swarms, particle swarm optimization, multi-target tracking, social behavior, crowded scenes, abnormality detection, visual surveillance, manifold embedding, crowd analysis, spatio-temporal Laplacian Eigenmap

Table of contents

  1. Introduction
    1. Aims and Objectives
    2. Challenges
    3. Nomenclature
    4. Contributions
    5. Organisation
  2. Literature Review
    1. Overview
    2. Tracking Multiple Targets
      1. Tracking Multiple Targets using Particle Filter
      2. Tracking Multiple Targets using Additional Cues
      3. Multiple-Camera Tracking
    3. Analysis of Crowd Behaviour
      1. Abnormality Detection using Micro-Observation
      2. Abnormality Detection using Macro-Observation
      3. Event Detection
      4. Graph-based and Manifold Learning Algorithms
    4. Summary
  3. Tracking Multiple Targets Using Particle Swarm Optimisation
    1. Introduction
    2. Literature Review on Particle Swarm Optimisation
    3. Standard Particle Swarm Optimisation
      1. Convergence Criteria
      2. Pseudo-code
    4. A Modified PSO with Interactive Swarms
      1. Particle and Swarm Diversification
      2. Swarm Optimisation
      3. Swarm Initialisation and Termination
      4. Algorithm Summary
    5. Experiments
      1. Tracking Fixed and Known Number of Targets
      2. Tracking Unknown and Varying number of Targets
      3. Performance Evaluation
    6. Summary
  4. Abnormality Detection in Crowded Scenes
    1. Introduction
    2. Global Abnormality Detection
      1. Frame-Based Video Representation
      2. Spatio-Temporal Laplacian Eigenmaps
      3. Analysing Video Manifolds in Temporal Domain
      4. Experimental Results (1/2)
      5. Experimental Results (2/2)
    3. Local Abnormality Detection
      1. Representation of Local Motion
      2. Temporally Constrained Laplacian Eigenmaps
      3. Representation of Regular Motion Pattern
      4. Abnormality Detection
      5. Abnormality Localisation
      6. Experimental Results (1/2)
      7. Experimental Results (2/2)
    4. Summary
  5. Conclusion
    1. Future Directions
  6. Bibliography (1/4)
  7. Bibliography (2/4)
  8. Bibliography (3/4)
  9. Bibliography (4/4)
  10. Authors' Biographies

Product information

  • Title: Contextual Analysis of Videos
  • Author(s): Myo Thida, How-lung Eng, Dorothy Monekosso, Paolo Remagnino
  • Release date: August 2013
  • Publisher(s): Morgan & Claypool Publishers
  • ISBN: 9781627051675