RISTrack: Learning Response Interference Suppression Correlation Filters for UAV Tracking
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Geoscience and Remote Sensing Letters"
DOI: 10.1109/lgrs.2023.3273906
Abstract: With the high computation efficiency and tracking accuracy, discriminative correlation filters (DCFs) have been applied to unmanned aerial vehicle (UAV) tracking. However, in the scenarios (i.e., complex background and temporary occlusion), DCF-based trackers usually generate… read more here.
Keywords: learning response; correlation filters; interference suppression; uav tracking ... See more keywords
Perceiving Temporal Environment for Correlation Filters in Real-Time UAV Tracking
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2021.3120943
Abstract: Discriminative correlation filter (DCF)-based methods applied for UAV object tracking have received widespread attention due to their high efficiency. However, these methods are usually troubled by the boundary effect. Besides, the violent environment variations severely… read more here.
Keywords: perceiving temporal; environment; correlation filters; temporal environment ... See more keywords
Tracking With Static and Dynamic Structured Correlation Filters
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2017.2714429
Abstract: Tracking methods based on correlation filters have recently attracted attention for achieving fast tracking. However, their performance is somewhat limited in long-term tracking tasks, especially in an occlusion situation. To address this issue, we propose… read more here.
Keywords: correlation filters; tracking static; structured correlation; correlation ... See more keywords
Deformable Parts Correlation Filters for Robust Visual Tracking
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Cybernetics"
DOI: 10.1109/tcyb.2017.2716101
Abstract: Deformable parts models show a great potential in tracking by principally addressing nonrigid object deformations and self occlusions, but according to recent benchmarks, they often lag behind the holistic approaches. The reason is that potentially… read more here.
Keywords: correlation filters; tracking; correlation; deformable parts ... See more keywords
Hierarchical Spatiotemporal Context-Aware Correlation Filters for Visual Tracking
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Cybernetics"
DOI: 10.1109/tcyb.2020.2964757
Abstract: Discriminative correlation filters (DCF)-based trackers have been increasingly applied to visual tracking due to their high precision while running at high frame rates. However, most recent DCF-based methods solely concentrate on learning the correlation filter… read more here.
Keywords: visual tracking; spatiotemporal context; correlation filters; filters visual ... See more keywords
Multi-Task Deep Dual Correlation Filters for Visual Tracking
Sign Up to like & getrecommendations! Published in 2020 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2020.3029897
Abstract: Correlation filters combined with deep features have delivered impressive results in visual tracking task. However, existing approaches treat deep features produced by different network layers independently, limiting their representation power. To address this issue, this… read more here.
Keywords: visual tracking; correlation; correlation filters; multi task ... See more keywords
Adaptive multiclass correlation filters and its applications in the time series recognition
Sign Up to like & getrecommendations! Published in 2018 at "Journal of Electronic Imaging"
DOI: 10.1117/1.jei.27.3.033010
Abstract: Abstract. The adaptive multiclass correlation filters (AMCF) method is proposed to exploit different kinds of features and information in a unified framework for recognition. Theoretical investigation into AMCF shows that it obtains a closed-form subsolution… read more here.
Keywords: series recognition; correlation filters; time series; time ... See more keywords
Long-term visual tracking based on adaptive correlation filters
Sign Up to like & getrecommendations! Published in 2018 at "Journal of Electronic Imaging"
DOI: 10.1117/1.jei.27.5.053018
Abstract: Abstract. During the tracking, kernelized correlation filters may fail as the target is occluded seriously and goes out of view. To solve this problem, a long-term visual tracking algorithm based on adaptive correlation filters is… read more here.
Keywords: correlation filters; long term; visual tracking; target ... See more keywords
Reliable part-based long-term tracking using multiple correlation filters
Sign Up to like & getrecommendations! Published in 2021 at "Optical Engineering"
DOI: 10.1117/1.oe.60.2.023107
Abstract: Abstract. Most visual trackers focus on short-term tracking. The target is always in the camera field of view or slight occlusion (OCC). Compared with short-term tracking, long-term tracking is a more challenging task. It requires… read more here.
Keywords: term tracking; term; correlation filters; long term ... See more keywords
Learning Augmented Memory Joint Aberrance Repressed Correlation Filters for Visual Tracking
Sign Up to like & getrecommendations! Published in 2022 at "Symmetry"
DOI: 10.3390/sym14081502
Abstract: With its outstanding performance and tracking speed, discriminative correlation filters (DCF) have gained much attention in visual object tracking, where time-consuming correlation operations can be efficiently computed utilizing the discrete Fourier transform (DFT) with symmetric… read more here.
Keywords: augmented memory; aberrance; correlation filters; memory joint ... See more keywords