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A Hybrid Visual Tracking Algorithm Based on SOM Network and Correlation Filter [PDF]
To meet the challenge of video target tracking, based on a self-organization mapping network (SOM) and correlation filter, a long-term visual tracking algorithm is proposed. Objects in different videos or images often have completely different appearance,
Yuanping Zhang, Xiumei Huang, Ming Yang
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Latent Constrained Correlation Filter [PDF]
Correlation filters are special classifiers designed for shift-invariant object recognition, which are robust to pattern distortions. The recent literature shows that combining a set of sub-filters trained based on a single or a small group of images ...
Chen, Chen +6 more
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Improved Correlation Filter Tracking with Enhanced Features and Adaptive Kalman Filter [PDF]
In the field of visual tracking, discriminative correlation filter (DCF)-based trackers have made remarkable achievements with their high computational efficiency.
Hao Yang, Yingqing Huang, Zhihong Xie
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Efficient and Practical Correlation Filter Tracking [PDF]
Visual tracking is a basic task in many applications. However, the heavy computation and low speed of many recent trackers limit their applications in some computing power restricted scenarios.
Chengfei Zhu +3 more
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Multi-Object Tracking with Correlation Filter for Autonomous Vehicle [PDF]
Multi-object tracking is a crucial problem for autonomous vehicle. Most state-of-the-art approaches adopt the tracking-by-detection strategy, which is a two-step procedure consisting of the detection module and the tracking module.
Dawei Zhao +4 more
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Unmanned Aerial Vehicle Object Tracking by Correlation Filter with Adaptive Appearance Model [PDF]
With the increasing availability of low-cost, commercially available unmanned aerial vehicles (UAVs), visual tracking using UAVs has become more and more important due to its many new applications, including automatic navigation, obstacle avoidance ...
Xizhe Xue, Ying Li, Qiang Shen
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Robust Event-Based Object Tracking Combining Correlation Filter and CNN Representation [PDF]
Object tracking based on the event-based camera or dynamic vision sensor (DVS) remains a challenging task due to the noise events, rapid change of event-stream shape, chaos of complex background textures, and occlusion.
Hongmin Li, Luping Shi
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Correlation Particle Filter for Visual Tracking
In this paper, we propose a novel correlation particle filter (CPF) for robust visual tracking. Instead of a simple combination of a correlation filter and a particle filter, we exploit and complement the strength of each one. Compared with existing tracking methods based on correlation filters and particle filters, the proposed tracker has four major ...
Tianzhu Zhang, Si Liu, Changsheng Xu
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An accelerated correlation filter tracker [PDF]
Recent visual object tracking methods have witnessed a continuous improvement in the state-of-the-art with the development of efficient discriminative correlation filters (DCF) and robust deep neural network features. Despite the outstanding performance achieved by the above combination, existing advanced trackers suffer from the burden of high ...
Tianyang Xu +3 more
openaire +2 more sources
Analisis Metode Kalman Filter, Particle Filter dan Correlation Filter Untuk Pelacakan Objek
Object tracking is a challenging in computer vision. Object tracking is divided into two, which can be one object or several objects, depending on the object being observed.
Ridho Sholehurrohman +2 more
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