Visual Tracking with Online Incremental Deep Learning and Particle Filter

2015 ◽  
Vol 8 (12) ◽  
pp. 107-120 ◽  
Author(s):  
Shuai Cheng ◽  
Yong gang Cao
Keyword(s):  
Deep Learning ◽  
Particle Filter ◽  
Visual Tracking

Combining JPDA and particle filter for visual tracking

2010 ◽  
Author(s):  
Nam Trung Pham ◽  
Karianto Leman ◽  
Melvin Wong ◽  
Feng Gao
Keyword(s):  
Particle Filter ◽  
Visual Tracking

Deep learning assisted visual tracking of evader-UAV

2021 ◽  
Author(s):  
Athanasios Tsoukalas ◽  
Daitao Xing ◽  
Nikolaos Evangeliou ◽  
Nikolaos Giakoumidis ◽  
Anthony Tzes
Keyword(s):  
Deep Learning ◽  
Visual Tracking

scholarly journals Deep Convolutional Particle Filter with Adaptive Correlation Maps for Visual Tracking

2018 ◽  
Author(s):  
Reza Jalil Mozhdehi ◽  
Yevgeniy Reznichenko ◽  
Abubakar Siddique ◽  
Henry Medeiros
Keyword(s):  
Particle Filter ◽  
Visual Tracking

An improved particle filter based on cuckoo search for visual tracking

2018 ◽  
Author(s):  
Fu Gui-Xia ◽  
Gao Ming-Liang ◽  
Zou Guo-Feng ◽  
Liu Wen-Can ◽  
Liu Li-Na
Keyword(s):  
Particle Filter ◽  
Visual Tracking ◽  
Cuckoo Search

scholarly journals Real Time Color Object Tracking on Cell Broadband Engine Using Particle Filters

2010 ◽  
Vol 14 (3) ◽  
pp. 272-280 ◽  
Author(s):  
Norikazu Ikoma ◽  
◽  
Akihiro Asahara ◽  
Keyword(s):  
Particle Filter ◽  
Object Tracking ◽  
Real Time ◽  
Visual Tracking ◽  
Single Object ◽  
Cell Broadband Engine ◽  
Time Performance ◽  
Large Size ◽  
Particle Filter Algorithm ◽  
Local Store

Real time visual tracking by particle filter has been implemented on Cell Broadband Engine in parallel. Major problem for the implementation is small size of Local Store (LS) in SPEs (Synergistic PEs), which are computational cores, to deal with image of large size. As a first step for the implementation, we focus on color single object tracking, which is one of the most simple case of visual tracking. By elaborating to compress the color extracted image into bit-wise representation of binary image, all information of the color extracted image can be stored in LS for 640×480 size of original image. By applying our previous implementation of general particle filter algorithm on Cell/B.E. to this specific case, we have achieved real time performance of visual tracking on PlayStation®3 about 7 fps with a camera of maximum 15 fps.

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