Modeling uncertainty
Kalman Filtering
(
http://www.cs.unc.edu/~welch/kalman/
)
•
Updates feature state and Gaussian uncertainty model
•
Get better prediction, confidence estimate
•
CONDENSATION
(
http://www.dai.ed.ac.uk/CVonline/LOCAL_COPIES/ISARD1/condensation.html
)
•
Also known as “particle filtering”
•
Updates probability distribution over all possible states
•
Can cope with multiple hypotheses