Accurate scale estimation for correlation filter based visual tracking

Y Zhai, D Han, B Xu, X Guo - … International Conference on …, 2019 - spiedigitallibrary.org
Most of the correlation filter-based trackers learn a 1D correlation filter for scale search. The
scale searching space of 1D scale filter is discrete, which results in high computation …

Confidence map based KCF object tracking algorithm

B Wei, Y Wang, X He - 2019 14th IEEE Conference on …, 2019 - ieeexplore.ieee.org
Tracking with kernelized correlation filters (KCF) is an excellent object tracking algorithm,
which is widely concerned. In KCF, each candidate patch in tracked region corresponds to a …

Real-time visual tracking via robust Kernelized Correlation Filter

X Wang, M O'Brien, C Xiang, B Xu… - … on Robotics and …, 2017 - ieeexplore.ieee.org
There has been an increasing interest in the use of correlation filters for visual object
tracking due to their impressive tracking performance. However, existing correlation filter …

Tracking With CNN Based Correlation Filters on Spherical Manifolds

M Zhang, X Zhang, L Xu - IEEE Access, 2020 - ieeexplore.ieee.org
The correlation filters tracker allows features from multiple channels. The fusion of features
by simply summing over them in an Euclidean space would destroy the inherent geometry …

A novel real-time object tracking based on kernelized correlation filter with self-adaptive scale computation in combination with color attribution

G Lian - Journal of Ambient Intelligence and Humanized …, 2020 - Springer
Recently, object tracking model based on correlation filter has achieved great success.
However, most of these methods relying on correlation filter train many classifiers …

A Kernelized Correlation Filter Tracker with Random Sampling Haar-Like Feature

J Dai, N Yan - 2019 12th International Symposium on …, 2019 - ieeexplore.ieee.org
Correlation filters tracking algorithm, one of the famous tracking algorithm, has been widely
explored in visual tracking domain because of its high accuracy. In this work, we proposed a …

Visual Tracking Algorithm Based on Improved Kernelized Correlation Filters

F Zhang, Z Wang - 2018 International Conference on …, 2018 - ieeexplore.ieee.org
During the tracking, kernelized correlation filters cannot handle this situation well when the
target occluded seriously, changes scale and goes out of view. To solve the above problem …

Adaptive kernelized correlation filter algorithm and application in target tracking

F Yue, X Li - 2017 International Conference on Optical …, 2018 - spiedigitallibrary.org
Adaptive kernelized correlation Filter (AKCF) approach is designed to achieve an accurate
and stable tracking for the moving target with fast motion and background clutter. The …

Occlusion Aware Kernel Correlation Filter Tracker using RGB-D

S Yadav - arXiv preprint arXiv:2105.12161, 2021 - arxiv.org
Unlike deep learning which requires large training datasets, correlation filter-based trackers
like Kernelized Correlation Filter (KCF) uses implicit properties of tracked images (circulant …

Scale adaptive improvement of kernel correlation filter tracking algorithm

T QIAN, Z LUO, G LI, Y LI, X LI - Journal of Computer Applications, 2017 - joca.cn
To solve the problem that Circulant Structure of tracking-by-detection with Kernels (CSK) is
difficult to adapt to the target scale change, a multi-scale kernel correlation filter classifier …