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Deep Track , Person Re Identification , All Angle Tracking , Zoom Tracking , Slow Motion Tracking , Live Mode ,

"Reducing Background Induced Domain Shift for Adaptive Person Re-Identi" by Jianjun Lei, Tianyi Qin et al.

Cross-domain person re-identification (Re-ID) is a challenging and important task in monitoring safety and procedure compliance of industrial work places. In this paper, a novel method is proposed to reduce background induced domain shift for adaptive person Re-ID. Specifically, a foreground-background joint clustering module is proposed to extract discriminative foreground and background features and an attention-based feature disentanglement module is designed to reduce the interference of background with the extraction of discriminative foreground features. Experimental results on three widely used person Re-ID benchmarking datasets (Market-1501, DukeMTMC-reID, and MSMT17) have demonstrated that the proposed method achieves promising performance compared with the state-of-the-art methods. ....

Adaptation Models , Domain Adaptation , Eature Disentanglement , Feature Extraction , Intelligent Surveillance , Person Re Identification , Task Analysis ,