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[Author] Nii L. SOWAH(1hit)

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  • A Propagation Method for Multi Object Tracklet Repair

    Nii L. SOWAH  Qingbo WU  Fanman MENG  Liangzhi TANG  Yinan LIU  Linfeng XU  

     
    LETTER-Pattern Recognition

      Pubricized:
    2018/05/29
      Vol:
    E101-D No:9
      Page(s):
    2413-2416

    In this paper, we improve upon the accuracy of existing tracklet generation methods by repairing tracklets based on their quality evaluation and detection propagation. Starting from object detections, we generate tracklets using three existing methods. Then we perform co-tracklet quality evaluation to score each tracklet and filtered out good tracklet based on their scores. A detection propagation method is designed to transfer the detections in the good tracklets to the bad ones so as to repair bad tracklets. The tracklet quality evaluation in our method is implemented by intra-tracklet detection consistency and inter-tracklet detection completeness. Two propagation methods; global propagation and local propagation are defined to achieve more accurate tracklet propagation. We demonstrate the effectiveness of the proposed method on the MOT 15 dataset