1 / 13

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.

manton
Télécharger la présentation

An Example of Course Project

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  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

More Related