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Boosting Demo Object Detection Using the Statistics of Parts and Robust Real-time Object Detection

Boosting Demo Object Detection Using the Statistics of Parts and Robust Real-time Object Detection. Peter Barnum March 6, 2006 Advanced Perception. Boosting 101. 2 Classes of Apples. Slides from boosting.org. Strong Classifiers. Strong Classifiers. Adaboost: Example.

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Boosting Demo Object Detection Using the Statistics of Parts and Robust Real-time Object Detection

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  1. Boosting DemoObject Detection Using the Statistics of PartsandRobust Real-time Object Detection Peter Barnum March 6, 2006 Advanced Perception

  2. Boosting 101

  3. 2 Classes of Apples Slides from boosting.org

  4. Strong Classifiers

  5. Strong Classifiers

  6. Adaboost: Example Slides from boosting.org

  7. 1st Hypothesis Slides from boosting.org

  8. Recomputing Weighting Slides from boosting.org

  9. 2nd Hypothesis Slides from boosting.org

  10. Recomputing Weighting Slides from boosting.org

  11. 3rd Hypothesis and Reweighting Slides from boosting.org

  12. 4th Hypothesis Slides from boosting.org

  13. Combination of Hypotheses Slides from boosting.org

  14. Decision Surface Slides from boosting.org

  15. Decision Surface Slides from boosting.org

  16. Demo Classification Demo http://www.cs.technion.ac.il/~rani/LocBoost/ Uses the Weka Java machine learning package http://sourceforge.net/projects/weka/

  17. Face Detection

  18. Eigenfaces (In 10 Seconds) Images from DeCoro

  19. Schneiderman & Kanade Eigenfaces Viola & Jones

  20. Schneiderman & Kanade Viola & Jones

  21. Schneiderman & Kanade Viola & Jones

  22. Schneiderman & Kanade Viola & Jones

  23. Outtakes

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