Abstract: Highlights•Short-term re-identification methods rely on cloth color and texture to re-identify people.•ID-unrelated features in the person representation degrade the long-term person reidentification accuracy.•Recognizing face, body shape, height, and weight helps the cloth-changing re-identification.•The proposed model re-identifies people using the identity-based soft biometrics clues.
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