Abstract: Highlights•This paper introduces exemplar-based conditional particle filter (EC-PF).•EC-PF is proposed by conditioning system state with images and exemplars.•An exemplar-based dynamic model is introduced to improve prediction accuracy.•3D human motion tracking system is realized by using proposed EC-PF.•Its advantage in robustness to abrupt motion change and low frame rate is verified.
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