The notes are ordered by year ascendant. Tracker listed in each year are in no particular order
Conferences names:
- CVPR = IEEE Conference on Computer Vision and Pattern Recognition
- ECCV = European Conference on Computer Vision
- ICCV = International Conference on Computer Vision
- IJCV = International Journal of Computer Vision
- TPAMI = IEEE Transactions on Pattern Analysis and Machine Intelligence
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MKCFup
- Paper: "High-speed Tracking with Multi-kernel Correlation Filters"
- Presented in: arXiv
- Major Contribution/s: Introduce the multi-kernel learning (MKL) into KCF in a different way compared to the MKCF tracker, achieving better performance with not much drop in fps.
- Code: -
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LCT Tracker v2
- Paper: "Adaptive Correlation Filters with Long-Term and Short-Term Memory for Object Tracking"
- Presented in: ICJV
- Major Contribution/s: Learn multiple adaptive correlation filters with both long-term memory and short-term memory of target appearance for robust object tracking.
- Code: Matlab
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ACFN
- Paper: "Attentional Correlation Filter Network for Adaptive Visual Tracking"
- Presented in: CVPR
- Major Contribution/s: Propose a new framework in which an attention network that selects the best module (a set of Correlation Filters) to track the object in a certain frame.
- Code: Matlab
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CFNet (Project Page)
- Paper: "End-to-end representation learning for Correlation Filter based tracking"
- Presented in: CVPR
- Major Contribution/s: First work to propose training the Correlation Filter jointly with a Siamese Network in an end-to-end fashion.
- Code: Matlab
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DCFNet
- Paper: "DCFNet: Discriminant Correlation Filters Network for Visual Tracking"
- Presented in: arXiv
- Major Contribution/s: Another work to propose training the Correlation Filter jointly with a Siamese Network. Different from CFNet in network architecture and place of the Correlation Filter in the Tracker architecture.
- Code: Matlab | Python (PyTorch)
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MKCF
- Paper: "Multi-kernel Correlation Filter for Visual Tracking"
- Presented in: ICCV
- Major Contribution/s: Introduce multi-kernel to correlation filter based trackers.
- Code: .exe file
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KCF (Project Page)
- Paper: "High-Speed Tracking with Kernelized Correlation Filters"
- Presented in: TPAMI
- Major Contribution/s: Derive a new Kernelized Correlation Filter (KCF) and propose a fast multi-channel extension of linear correlation filters, via a linear kernel, called by authors Dual Correlation Filter (DCF).
- Code: Matlab | More codes in Project page
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LCT Tracker v1
- Paper: "Long-Term Correlation Tracking"
- Presented in: CVPR
- Major Contribution/s: Introduced online random fern classifier as re-detection component for long-term tracking.
- Code: Matlab
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CF2 (Project Page)
- Paper: "Hierarchical Convolutional Features for Visual Tracking"
- Presented in: ICCV
- Major Contribution/s: Learn a Correlation Filter on each Convolutional Layer of a pre-trained network, taking advantage of the different information of features from different layers.
- Code: Matlab
- CSK (Project Page)
- Paper: "Exploiting the Circulant Structure of Tracking-by-detection with Kernels"
- Presented in: ECCV
- Major Contribution/s: Introduced Ridge Regression problem with circulant matrix to apply kernel methods.
- Code: Matlab | More codes in Project page
- MOSSE (Minimum Output Sum of Squared Errors)
- Paper: "Visual Object Tracking using Adaptive Correlation Filters"
- Presented in: CVPR
- Major Contribution/s: Pioneering work in introducing Correlation Filters for visual tracking. Filter is single channel.
- Code: -