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Face Detection. Amie Chu Jason Lee. Intro & Outline. Choosing Our Algorithm Image Processing Phase I Image Processing Phase II Results Conclusion (hold our breath!). ee368: Amie Chu & Jason Lee. Eigenfaces & DFFS. Neural Networks. Y-Phase. MRC. Edge Orientation Matching.
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Face Detection Amie Chu Jason Lee
Intro & Outline • Choosing Our Algorithm • Image Processing Phase I • Image Processing Phase II • Results • Conclusion (hold our breath!) ee368: Amie Chu & Jason Lee
Eigenfaces & DFFS Neural Networks Y-Phase MRC Edge Orientation Matching Edge Detection & HT Fisher Linear Discriminant Support Vector Machine So many algorithms... ...the CHOSEN ONE Color Segmentation Matched filter ee368: Amie Chu & Jason Lee
Phase I • Acquire Training Set • Color Segmentation • YIQ color space • Image Segmentation • morphological ops • outputs are individual faces/non-faces • Colour ee368: Amie Chu & Jason Lee
small p Filter Stage 1 small size Filter Stage 2 small p Phase II Clutter Rejection Filtering with Decision Feedback ee368: Amie Chu & Jason Lee
Results • detect ALL faces • NO repeat detections • NO false detections • 30 second runtime ee368: Amie Chu & Jason Lee
Conclusion Simple algorithms work best ee368: Amie Chu & Jason Lee