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Tracking
People in Presence of Occlusion
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In most tracking
algorithms, person-to-person occlusion is not dealt with explicitly, and
the tracker is unable to label persons during occlusion. We present a
framework that deals well with partial and complete occlusion for multiple
people. Person-to-person occlusion is frequent in many indoor and outdoor
situations, especially when cameras are mounted with a small angle of
depression.
Associated Publication:
Sohaib
Khan, Mubarak Shah,
Tracking People in Presence of Occlusion, [PDF]
Asian Conference on Computer Vision, Taipei, Taiwan, Jan 2000
Sequence 1: [orig] [results]
Short sequence of two persons indoors, contains shadows, complete occlusion
Sequence 2: [orig] [results]
In this outdoor sequence, no person-to-person overlap occurs but one person
hands over an object to the second person. While they are segmented out
as one motion blob, our algorithm differentiates between them during overlap,
and spatial constraints switch the identity of the object from person
1 to person 2
Sequence 3: [orig] [results]
Outdoor sequence with complete occlusion, color similarity and velocity
reversal while person is occluded.
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