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How can I re-track an object if track(using optical flow) lost?

Hi,

What are the best approach/algorithm to re-track an object if track lost while tracking using dense optical flow? Here, both background and foreground is dynamic. ROI of Detected box of object is changing at different part of body of object just because of optical flow method. Note : Motion of the object is non-linear.

Can somebody suggest the good approach to handle this case. Thanks in advance. :)