Results 1 to 10 of about 187,114 (259)

Motion-Aware Correlation Filters for Online Visual Tracking [PDF]

open access: yesSensors, 2018
The discriminative correlation filters-based methods struggle deal with the problem of fast motion and heavy occlusion, the problem can severely degrade the performance of trackers, ultimately leading to tracking failures.
Yihong Zhang   +4 more
doaj   +4 more sources

Parallel Correlation Filters for Real-Time Visual Tracking [PDF]

open access: yesSensors, 2019
Correlation filter-based methods have recently performed remarkably well in terms of accuracy and speed in the visual object tracking research field. However, most existing correlation filter-based methods are not robust to significant appearance changes
Yijin Yang   +3 more
doaj   +4 more sources

Learning Background-Suppressed Dual-Regression Correlation Filters for Visual Tracking [PDF]

open access: yesSensors, 2023
The discriminative correlation filter (DCF)-based tracking method has shown good accuracy and efficiency in visual tracking. However, the periodic assumption of sample space causes unwanted boundary effects, restricting the tracker’s ability to ...
Jianzhong He   +5 more
doaj   +2 more sources

Real-Time Object Tracking via Adaptive Correlation Filters [PDF]

open access: yesSensors, 2020
Although correlation filter-based trackers (CFTs) have made great achievements on both robustness and accuracy, the performance of trackers can still be improved, because most of the existing trackers use either a sole filter template or fixed features ...
Chenjie Du   +5 more
doaj   +2 more sources

Second-Order Spatial-Temporal Correlation Filters for Visual Tracking

open access: yesMathematics, 2022
Discriminative correlation filters (DCFs) have been widely used in visual object tracking, but often suffer from two problems: the boundary effect and temporal filtering degradation.
Yufeng Yu   +5 more
doaj   +3 more sources

Learning Local–Global Multiple Correlation Filters for Robust Visual Tracking with Kalman Filter Redetection [PDF]

open access: yesSensors, 2021
Visual object tracking is a significant technology for camera-based sensor networks applications. Multilayer convolutional features comprehensively used in correlation filter (CF)-based tracking algorithms have achieved excellent performance.
Jianming Zhang   +3 more
doaj   +2 more sources

Visual Tracking via Deep Feature Fusion and Correlation Filters [PDF]

open access: yesSensors, 2020
Visual tracking is a fundamental vision task that tries to figure out instances of several object classes from videos and images. It has attracted much attention for providing the basic semantic information for numerous applications.
Haoran Xia   +3 more
doaj   +2 more sources

An accelerated correlation filter tracker [PDF]

open access: yesPattern Recognition, 2020
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 0001   +3 more
openaire   +3 more sources

End-to-End Correlation Tracking With Enhanced Multi-Level Feature Fusion

open access: yesIEEE Access, 2021
Discriminative correlation filters (DCF) have drawn increasing interest in visual tracking. In particular, a few recent works treat DCF as a special layer and add it into a Siamese network for visual tracking. However, most of them adopt shallow networks
Guangen Liu, Guizhong Liu
doaj   +1 more source

A Novel Anti-Drift Visual Object Tracking Algorithm Based on Sparse Response and Adaptive Spatial-Temporal Context-Aware

open access: yesRemote Sensing, 2021
Correlation filter (CF) based trackers have gained significant attention in the field of visual single-object tracking, owing to their favorable performance and high efficiency; however, existing trackers still suffer from model drift caused by boundary ...
Yinqiang Su   +4 more
doaj   +1 more source

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