| ProContEXT: Exploring Progressive Context Transformer for Tracking | ✓ Link | 40.10 | 54.50 | ProContEXT | 2022-10-27 |
| ODTrack: Online Dense Temporal Token Learning for Visual Tracking | ✓ Link | 39.60 | 55.80 | ODTrack | 2024-01-03 |
| Learning Target Candidate Association to Keep Track of What Not to Track | ✓ Link | 39.59 | 55.50 | KeepTrack | 2021-03-30 |
| Target-Aware Tracking with Long-term Context Attention | ✓ Link | 39.29 | 53.94 | TATrack-L | 2023-02-27 |
| Transforming Model Prediction for Tracking | ✓ Link | 39.25 | 53.01 | ToMP-50 | 2022-03-21 |
| MixFormer: End-to-End Tracking with Iterative Mixed Attention | ✓ Link | 39.23 | 54.20 | Mixformer(ConvMAE) | 2022-03-21 |
| AiATrack: Attention in Attention for Transformer Visual Tracking | ✓ Link | 38.91 | 53.47 | AiATrack | 2022-07-20 |
| Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework | ✓ Link | 38.59 | 53.06 | OSTrack-384 | 2022-03-22 |
| NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets | ✓ Link | 38.32 | 52.54 | Neighbor- Track(OSTrack) | 2022-11-12 |
| Learning Spatio-Temporal Transformer for Visual Tracking | ✓ Link | 38.26 | 51.37 | STARK | 2021-03-31 |
| Towards Sequence-Level Training for Visual Tracking | ✓ Link | 37.22 | 51.70 | SLT-TransT | 2022-08-11 |
| STMTrack: Template-free Visual Tracking with Space-time Memory Networks | ✓ Link | 36.84 | 50.34 | STMTrack | 2021-04-01 |
| Transformer Tracking | ✓ Link | 36.79 | 51.97 | TransT | 2021-03-29 |
| Transformer Meets Tracker: Exploiting Temporal Context for Robust Visual Tracking | ✓ Link | 36.66 | 50.68 | TrDiMP | 2021-03-22 |
| Robust Visual Tracking by Segmentation | ✓ Link | 36.20 | 53.68 | RTS | 2022-03-21 |
| Know Your Surroundings: Exploiting Scene Information for Object Tracking | ✓ Link | 36.02 | 48.13 | KYS | 2020-03-24 |
| Autoregressive Visual Tracking | ✓ Link | 35.92 | 51.64 | ARTrack-L | 2023-01-01 |
| Learning Discriminative Model Prediction for Tracking | ✓ Link | 35.89 | 48.68 | DiMP-50 | 2019-04-15 |
| Learning to Fuse Asymmetric Feature Maps in Siamese Trackers | ✓ Link | 35.80 | 48.31 | SiamBAN-ACM | 2020-12-04 |
| Fast Visual Object Tracking with Rotated Bounding Boxes | ✓ Link | 35.22 | 46.57 | SiamMask_E | 2019-07-08 |
| Deeper and Wider Siamese Networks for Real-Time Visual Tracking | ✓ Link | 35.18 | 46.18 | SiamDW | 2019-01-07 |
| Fast Online Object Tracking and Segmentation: A Unifying Approach | ✓ Link | 35.14 | 46.49 | SiamMask | 2018-12-12 |
| Towards Grand Unification of Object Tracking | ✓ Link | 34.52 | 47.77 | Unicorn | 2022-07-14 |
| Efficient Visual Tracking with Exemplar Transformers | ✓ Link | 34.38 | 46.98 | E.T.Tracker | 2021-12-17 |
| High Performance Visual Tracking With Siamese Region Proposal Network | ✓ Link | 33.92 | 44.04 | SiamRPN | 2018-06-01 |
| Ocean: Object-aware Anchor-free Tracking | ✓ Link | 32.86 | 46.72 | Ocean | 2020-06-18 |
| LightTrack: Finding Lightweight Neural Networks for Object Tracking via One-Shot Architecture Search | ✓ Link | 32.85 | 43.65 | LightTrack | 2021-04-29 |
| Fully Convolutional Siamese Networks for Change Detection | ✓ Link | 32.62 | 40.81 | SiamFC | 2018-10-19 |
| ADTrack: Target-Aware Dual Filter Learning for Real-Time Anti-Dark UAV Tracking | ✓ Link | 31.82 | 40.31 | ADTrack | 2021-06-04 |
| Learning Spatially Regularized Correlation Filters for Visual Tracking | | 31.59 | 40.31 | CSRDCF | 2016-08-19 |
| Staple: Complementary Learners for Real-Time Tracking | ✓ Link | 31.29 | 39.12 | Staple | 2015-12-04 |
| Distractor-aware Siamese Networks for Visual Object Tracking | ✓ Link | 31.12 | 39.09 | DaSiamRPN | 2018-08-18 |
| Context-Aware Correlation Filter Tracking | | 30.68 | 38.57 | Staple-CA | 2017-07-01 |
| High-speed Tracking with Multi-kernel Correlation Filters | | 28.04 | 34.94 | MKCFup | 2018-06-17 |
| Learning Spatial-Temporal Regularized Correlation Filters for Visual Tracking | ✓ Link | 27.86 | 36.18 | STRCF | 2018-03-23 |
| Robust Estimation of Similarity Transformation for Visual Object Tracking | ✓ Link | 27.72 | 35.19 | LDES | 2017-12-14 |
| Learning Background-Aware Correlation Filters for Visual Tracking | ✓ Link | 26.29 | 35.05 | BACF | 2017-03-14 |
| High-Speed Tracking with Kernelized Correlation Filters | ✓ Link | 24.10 | 32.06 | KCF(HOG) | 2014-04-30 |
| Tracking-by-Trackers with a Distilled and Reinforced Model | ✓ Link | 23.58 | 30.64 | TRAS | 2020-07-08 |
| In Defense of Color-Based Model-Free Tracking | | 23.09 | 29.14 | CN | 2015-06-01 |
| High-Speed Tracking with Kernelized Correlation Filters | ✓ Link | 21.31 | 26.51 | CSK | 2014-04-30 |
| []() | | 19.55 | 25.29 | MOSSE | |
| In Defense of Color-Based Model-Free Tracking | | 17.52 | 21.60 | DAT | 2015-06-01 |