Optical flow and tracklets
Optical flow and tracklets
(OP)
Hi,
I am using a traffic video - and obtained the motion vectors by means of optical flow. Now i want to extract tracklets (small tracjectories) by temporally connecting motion vectors e.g. at pixel level.
How may I do this please?
Also, how may I save the tracklets values after? as i am unsure of the best way to do this.
Thanks alot
Lil
I am using a traffic video - and obtained the motion vectors by means of optical flow. Now i want to extract tracklets (small tracjectories) by temporally connecting motion vectors e.g. at pixel level.
How may I do this please?
Also, how may I save the tracklets values after? as i am unsure of the best way to do this.
Thanks alot
Lil
RE: Optical flow and tracklets
TTFN
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RE: Optical flow and tracklets
I don't want anyone to give me the code I just want advise on how to proceed... then i'll try and figure it out in matlab :)
Cheers
RE: Optical flow and tracklets
So
for each tracklet at time t, identify the location of the end of the tracklet, and then look in the data for t+1 and find the tracklet that starts near there.
Cheers
Greg Locock
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RE: Optical flow and tracklets
In any case, as Greg as stated, the object is to correlate each tracklet in each frame with its counterpart in each subsequent frame. This is typically based on comparing the various parameters of each tracklet, such as position, speed, size, etc., and assigning a score for each comparison that allows the tracker to automatically determine what the true track is. In many systems, there may be multiple possible correlations, and the tracker tries to maintain each one as long as plausible. Note that in complex scenes, there may be dozens of erroneous cross-correlations that must eventually die or be killed off.
You may want to consult a good textbook, such as:
Multiple-target Tracking with Radar Applications by S. Blackman, Artech House
Multitarget-Multisensor Tracking by Y. Bar-Shalom, Artech House
Artech House is probably a good go-to publisher for this subject. The other large resource is IEEE, which has published tons of articles on trackers.
TTFN
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RE: Optical flow and tracklets
TTFN
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