Basic Visual Tracking Framework (Color)
Demo Video: Ball Tracking
Peak climbing: MeanShift
Related Works
²Varieties of Feature Extraction/Evaluation
³Feature evaluation: template matching
³Background subtraction
³Reference color model: YCrCb, RGB
²Varieties of Peak Search/Climbing
³Gravity center
³Max-Likelihood
³MeanShift
Summary
²Advantages:
³Simple & Fast à low-cost
³Each pixel (RGBàHSV, backprojection)
is processed independently à good for parallel processing
²Drawbacks:
³Hard to combine with more object
features
®EX: edge information (object shape,
contour)
³Hard to cope with higher-dimension target state
®EX: object orientation (rotation
angle)
³Hard to deal with locking at local maximum
®No mechanism to search for other
better regions
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