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[Music] in this video were going to learn what is re-identification problem in computer vision and what are common deep learning approaches to handle this problem person re-identification is the problem of identifying people across images that have been taken using different cameras or across time using a single camera re-identification is an important capability for surveillance systems as well as human computer interaction systems in the slide you may already notice certain difficulties associated with this task let us look at these more closely person re-identification usually needs to match the person images captured by surveillance cameras working in wide angle mode therefore the resolution of personal images are very low for instance around 48 by 128 pixels and the lighting conditions are unstable too uh furthermore the direction of cameras and the pose of persons are arbitrary and therefore despite years of efforts person re-id remains challenging due to dramatic variations in