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A hybrid particle swarm optimization with cooperative method for multi-object tracking

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : A hybrid particle swarm optimization with cooperative method for multi-object tracking
นักวิจัย : Zhang, Zheng , Seah, Hock Soon , Sun, Jixiang
คำค้น : DRNTU::Engineering::Computer science and engineering.
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Zhang, Z., Seah, H. S., & Sun, J. (2012). A hybrid Particle Swarm Optimization with cooperative method for multi-object tracking. 2012 IEEE Congress on Evolutionary Computation (CEC). , http://hdl.handle.net/10220/12005 , http://dx.doi.org/10.1109/CEC.2012.6256414
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

In the fields of computer vision, multiple object tracking is an active research area. It is a challenging problem mainly due to the frequent occlusions and interactions that happen between the multiple targets. We formulate the multiple interaction problem as an optimization problem and explore Particle Swarm Optimization (PSO) algorithm for the optimal solution. To tackle the problem of premature convergence, we present a new hybrid PSO that incorporates a differential evolution mutation operation with a Gaussian based PSO. Furthermore, by exploiting the specific structure of multiple object interactions, we introduce a cooperative strategy into the proposed PSO for more efficient searching and for conquering the curse of dimensionality. With patch-based observation models, our method can robustly handle significant occlusions and interactions.

บรรณานุกรม :
Zhang, Zheng , Seah, Hock Soon , Sun, Jixiang . (2555). A hybrid particle swarm optimization with cooperative method for multi-object tracking.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Zhang, Zheng , Seah, Hock Soon , Sun, Jixiang . 2555. "A hybrid particle swarm optimization with cooperative method for multi-object tracking".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Zhang, Zheng , Seah, Hock Soon , Sun, Jixiang . "A hybrid particle swarm optimization with cooperative method for multi-object tracking."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Zhang, Zheng , Seah, Hock Soon , Sun, Jixiang . A hybrid particle swarm optimization with cooperative method for multi-object tracking. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.