Visual Tracking

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

10 leaderboard tables shown for this task, 10 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

28 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

4 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 202 papers with code (525 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• SiamRPN++: Evolution of Siamese Visual Tracking with Very Deep Networks
  31 Dec 2018 13 repositories listed Syntology ran 3 of 17 samples · 14 unverified
  Moreover, we propose a new model architecture to perform depth-wise and layer-wise aggregations, which not only further improves the accuracy but also reduces the model size.
• Re3 : Real-Time Recurrent Regression Networks for Visual Tracking of Generic Objects
  17 May 2017 11 repositories listed
  Robust object tracking requires knowledge and understanding of the object being tracked: its appearance, its motion, and how it changes over time.
• SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines
  14 Nov 2019 6 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  Following these guidelines, we design our Fully Convolutional Siamese tracker++ (SiamFC++) by introducing both classification and target state estimation branch(G1), classification score without ambiguity(G2), tracking…
• Deeper and Wider Siamese Networks for Real-Time Visual Tracking
  7 Jan 2019 5 repositories listed Syntology ran 3 of 3 samples · 0 unverified
  Siamese networks have drawn great attention in visual tracking because of their balanced accuracy and speed.
• High Performance Visual Tracking With Siamese Region Proposal Network
  1 Jun 2018 5 repositories listed
  Visual object tracking has been a fundamental topic in recent years and many deep learning based trackers have achieved state-of-the-art performance on multiple benchmarks.
• DCFNet: Discriminant Correlation Filters Network for Visual Tracking
  13 Apr 2017 5 repositories listed
  In this work, we present an end-to-end lightweight network architecture, namely DCFNet, to learn the convolutional features and perform the correlation tracking process simultaneously.
• Long-term Frame-Event Visual Tracking: Benchmark Dataset and Baseline
  9 Mar 2024 4 repositories listed
  Current event-/frame-event based trackers undergo evaluation on short-term tracking datasets, however, the tracking of real-world scenarios involves long-term tracking, and the performance of existing tracking…
• Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel Baseline
  26 Sep 2023 4 repositories listed Syntology ran 9 of 9 samples · 0 unverified · 9 pointer-only (licence)
  Tracking using bio-inspired event cameras has drawn more and more attention in recent years.
• SiamVGG: Visual Tracking using Deeper Siamese Networks
  7 Feb 2019 4 repositories listed
  It combines a Convolutional Neural Network (CNN) backbone and a cross-correlation operator, and takes advantage of the features from exemplary images for more accurate object tracking.
• ATOM: Accurate Tracking by Overlap Maximization
  19 Nov 2018 4 repositories listed Syntology ran 3 of 9 samples · 6 unverified
  We argue that this approach is fundamentally limited since target estimation is a complex task, requiring high-level knowledge about the object.
• TAPIR: Tracking Any Point with per-frame Initialization and temporal Refinement
  14 Jun 2023 3 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  We present a novel model for Tracking Any Point (TAP) that effectively tracks any queried point on any physical surface throughout a video sequence.
• Fast Online Object Tracking and Segmentation: A Unifying Approach
  12 Dec 2018 3 repositories listed Syntology ran 1 of 10 samples · 9 unverified
  In this paper we illustrate how to perform both visual object tracking and semi-supervised video object segmentation, in real-time, with a single simple approach.
• Learning regression and verification networks for long-term visual tracking
  12 Sep 2018 3 repositories listed
  Compared with short-term tracking, the long-term tracking task requires determining the tracked object is present or absent, and then estimating the accurate bounding box if present or conducting image-wide re-detection…
• Real-Time MDNet
  27 Aug 2018 3 repositories listed
  We present a fast and accurate visual tracking algorithm based on the multi-domain convolutional neural network (MDNet).
• Kernel Cross-Correlator
  12 Sep 2017 3 repositories listed
  Cross-correlator plays a significant role in many visual perception tasks, such as object detection and tracking.
• Local All-Pair Correspondence for Point Tracking
  22 Jul 2024 2 repositories listed Syntology ran 6 of 12 samples · 6 unverified
  We introduce LocoTrack, a highly accurate and efficient model designed for the task of tracking any point (TAP) across video sequences.
• XTrack: Multimodal Training Boosts RGB-X Video Object Trackers
  28 May 2024 2 repositories listed
  Technically, we achieve this by routing samples from one modality to the expert of the others, within a mixture-of-experts framework designed for multimodal video object tracking.
• VastTrack: Vast Category Visual Object Tracking
  6 Mar 2024 2 repositories listed
  The rich annotations of VastTrack enables development of both the vision-only and the vision-language tracking.
• Robust Visual Tracking by Segmentation
  21 Mar 2022 2 repositories listed
  We infer a bounding box from the segmentation mask, validate our tracker on challenging tracking datasets and achieve the new state of the art on LaSOT with a success AUC score of 69.
• You Only Demonstrate Once: Category-Level Manipulation from Single Visual Demonstration
  30 Jan 2022 2 repositories listed Syntology ran 4 of 30 samples · 26 unverified
  The canonical object representation is learned solely in simulation and then used to parse a category-level, task trajectory from a single demonstration video.
• Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking
  28 Dec 2021 2 repositories listed
  In this paper, we propose a simple yet effective recursive least-squares estimator-aided online learning approach for few-shot online adaptation without requiring offline training.
• Efficient Visual Tracking with Exemplar Transformers
  17 Dec 2021 2 repositories listed
  E.
• Persistent Animal Identification Leveraging Non-Visual Markers
  13 Dec 2021 2 repositories listed
  Our objective is to locate and provide a unique identifier for each mouse in a cluttered home-cage environment through time, as a precursor to automated behaviour recognition for biological research.
• Towards More Flexible and Accurate Object Tracking with Natural Language: Algorithms and Benchmark
  31 Mar 2021 2 repositories listed
  We believe this benchmark will greatly boost related researches on natural language guided tracking.
• Predictive Visual Tracking: A New Benchmark and Baseline Approach
  8 Mar 2021 2 repositories listed
  As a crucial robotic perception capability, visual tracking has been intensively studied recently.
• Multi-modal Visual Tracking: Review and Experimental Comparison
  8 Dec 2020 2 repositories listed
  Visual object tracking, as a fundamental task in computer vision, has drawn much attention in recent years.
• How to Train Your Energy-Based Model for Regression
  4 May 2020 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  While they are commonly employed for generative image modeling, recent work has applied EBMs also for regression tasks, achieving state-of-the-art performance on object detection and visual tracking.
• Fully Convolutional Online Tracking
  15 Apr 2020 2 repositories listed
  To tackle this issue, we present the fully convolutional online tracking framework, coined as FCOT, and focus on enabling online learning for both classification and regression branches by using a target filter based…
• High-Performance Long-Term Tracking with Meta-Updater
  1 Apr 2020 2 repositories listed
  Most top-ranked long-term trackers adopt the offline-trained Siamese architectures, thus, they cannot benefit from great progress of short-term trackers with online update.
• Probabilistic Regression for Visual Tracking
  27 Mar 2020 2 repositories listed
  In this work, we therefore propose a probabilistic regression formulation and apply it to tracking.

Syntology lines on 10 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.