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An Example of Course Project

An Example of Course Project. Face Identification. Agenda. Why Face Identification?. Useful Interesting Creating own dataset for extra credits. Data set. The Extended Yale Face Database B 2414 images of 38 human Own data 100 images of 4 people. Classifiers.

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An Example of Course Project

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  1. An Example of Course Project Face Identification

  2. Agenda

  3. Why Face Identification? • Useful • Interesting • Creating own dataset for extra credits

  4. Data set • The Extended Yale Face Database B • 2414 images of 38 human • Own data • 100 images of 4 people

  5. Classifiers • SVM (Support Vector Machine) • LIBSVM • Self Implemented SVM Optimizer • ANN (Artificial Neural Network) • Coded in Matlab

  6. Classifier Parameters • SVM • Kennel functions • ANN • Layers and units

  7. Feature Selection • Raw pixels • Down-sampling pixels • Extracted features

  8. Compare Kernel Functions

  9. Compare Feature Numbers

  10. ANN Learn Rate

  11. Report • 10 pages

  12. Schedule 12 weeks total 3 2 2 3 2 Proposal Evaluation & Report Prepare dataset Algorithms implementation Data preprocessing

  13. Lessons Learned • Start early • Review each other’s work

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