scholarly journals Real-Time Robust Tracking for Motion Blur and Fast Motion via Correlation Filters

Sensors ◽  
2016 ◽  
Vol 16 (9) ◽  
pp. 1443 ◽  
Author(s):  
Lingyun Xu ◽  
Haibo Luo ◽  
Bin Hui ◽  
Zheng Chang
Keyword(s):  
Real Time ◽  
Motion Blur ◽  
Robust Tracking ◽  
Correlation Filters ◽  
Fast Motion

scholarly journals Robust Visual Tracking Based on Fusional Multi-Correlation-Filters with a High-Confidence Judgement Mechanism

2020 ◽  
Vol 10 (6) ◽  
pp. 2151
Author(s):  
Wenbin Wang ◽  
Chao Liu ◽  
Bo Xu ◽  
Long Li ◽  
Wei Chen ◽  
...  
Keyword(s):  
Time Frame ◽  
Spatial Layout ◽  
Motion Blur ◽  
Frame Rate ◽  
Visual Object ◽  
Correlation Filters ◽  
High Confidence ◽  
Novel Approach ◽  
Highly Sensitive ◽  
Fast Motion

Visual object trackers based on correlation filters have recently demonstrated substantial robustness to challenging conditions with variations in illumination and motion blur. Nonetheless, the models depend strongly on the spatial layout and are highly sensitive to deformation, scale, and occlusion. As presented and discussed in this paper, the colour attributes are combined due to their complementary characteristics to handle variations in shape well. In addition, a novel approach for robust scale estimation is proposed for mitigatinge the problems caused by fast motion and scale variations. Moreover, feedback from high-confidence tracking results was also utilized to prevent model corruption. The evaluation results for our tracker demonstrate that it performed outstandingly in terms of both precision and accuracy with enhancements of approximately 25% and 49%, respectively, in authoritative benchmarks compared to those for other popular correlation- filter-based trackers. Finally, the proposed tracker has demonstrated strong robustness, which has enabled online object tracking under various scenarios at a real-time frame rate of approximately 65 frames per second (FPS).

scholarly journals Real-time RGB-D Tracking with Depth Scaling Kernelised Correlation Filters and Occlusion Handling

2015 ◽  
Author(s):  
Massimo Camplani ◽  
Sion Hannuna ◽  
Majid Mirmehdi ◽  
Dima Damen ◽  
Adeline Paiement ◽  
...  
Keyword(s):  
Real Time ◽  
Occlusion Handling ◽  
Correlation Filters

scholarly journals Real-Time Pattern Recognition with Adaptive Correlation Filters

10.5772/4977 ◽  
2007 ◽  
Author(s):  
Vitaly Kober ◽  
Victor H. ◽  
J. Angel ◽  
Josue Alvarez-Borrego
Keyword(s):  
Pattern Recognition ◽  
Real Time ◽  
Correlation Filters ◽  
Time Pattern
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