This book presents an enhanced method for detecting and tracking moving objects from moving camera image sequence using active contour models. It also presents a comparative study between three different approaches to track moving objects from moving camera image sequence using an active contour model. The first approach is region-based and makes use of cumulative histograms, while the other two approaches are boundary-based and they exploit both B-spline, and wavelet representations, respectively.