Short-term memory-based object tracking

被引:0
|
作者
Kang, HB [1 ]
Cho, SH [1 ]
机构
[1] Catholic Univ, Dept Comp Engn, Puchon, South Korea
关键词
object-tracking; color-based particle filtering; short-term memory; appearance changes;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a new tracking method that adapts itself to suddenly changing appearance. The proposed method is based on color-based particle filtering. A short-term memory model is introduced to handle the cases of sudden appearance changes, occlusion, disappearance and reappearance of tracked objects. A new target model update method is implemented. Our method is robust and versatile for a modest computational cost. Desirable tracking results are obtained.
引用
收藏
页码:597 / 605
页数:9
相关论文
共 50 条
  • [1] Long short-term memory-based deep recurrent neural networks for target tracking
    Gao, Chang
    Yan, Junkun
    Zhou, Shenghua
    Varshney, Pramod K.
    Liu, Hongwei
    [J]. INFORMATION SCIENCES, 2019, 502 : 279 - 296
  • [2] Long short-term memory-based recurrent neural networks for nonlinear target tracking
    Gao, Chang
    Yan, Junkun
    Zhou, Shenghua
    Chen, Bo
    Liu, Hongwei
    [J]. SIGNAL PROCESSING, 2019, 164 : 67 - 73
  • [3] Long short-term memory-based neural decoding of object categories evoked by natural images
    Huang, Wei
    Yan, Hongmei
    Wang, Chong
    Li, Jiyi
    Yang, Xiaoqing
    Li, Liang
    Zuo, Zhentao
    Zhang, Jiang
    Chen, Huafu
    [J]. HUMAN BRAIN MAPPING, 2020, 41 (15) : 4442 - 4453
  • [4] Long Short-Term Memory Networks Based on Particle Filter for Object Tracking
    Liu, Yanli
    Cheng, Jingjing
    Zhang, Heng
    Zou, Hang
    Xiong, Naixue
    [J]. IEEE ACCESS, 2020, 8 : 216245 - 216258
  • [5] A Novel Long Short-Term Memory Learning Strategy for Object Tracking
    Wang, Qian
    Yang, Jian
    Song, Hong
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2024, 2024
  • [6] A Long Short-Term Memory-Based Model for Kinesthetic Data Reduction
    Deng, Qifang
    Mahmoodi, Toktam
    Aghvami, A. Hamid
    [J]. IEEE INTERNET OF THINGS JOURNAL, 2023, 10 (19): : 16975 - 16988
  • [7] A long short-term memory-based model for greenhouse climate prediction
    Liu, Yuwen
    Li, Dejuan
    Wan, Shaohua
    Wang, Fan
    Dou, Wanchun
    Xu, Xiaolong
    Li, Shancang
    Ma, Rui
    Qi, Lianyong
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2022, 37 (01) : 135 - 151
  • [8] Short-term memory-based control of wind energy conversion systems
    Mei, Xiao-Yan
    Sun, Zhao
    Li, Bin
    Yang, Zhi
    Song, Yong D.
    [J]. PROCEEDINGS OF THE 2006 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, VOLS 1-4, 2006, : 1517 - 1522
  • [9] A Long Short-Term Memory-Based Prototype Model for Drought Prediction
    Villegas-Ch, William
    Garcia-Ortiz, Joselin
    [J]. ELECTRONICS, 2023, 12 (18)
  • [10] Adaptive Correlation Filters with Long-Term and Short-Term Memory for Object Tracking
    Chao Ma
    Jia-Bin Huang
    Xiaokang Yang
    Ming-Hsuan Yang
    [J]. International Journal of Computer Vision, 2018, 126 : 771 - 796