Multiple Object Tracking with Transformer

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 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

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

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

7 shown of 7 papers with code (7 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.

• MOTRv2: Bootstrapping End-to-End Multi-Object Tracking by Pretrained Object Detectors
  17 Nov 2022 4 repositories listed
  In this paper, we propose MOTRv2, a simple yet effective pipeline to bootstrap end-to-end multi-object tracking with a pretrained object detector.
• The 1st-place Solution for ECCV 2022 Multiple People Tracking in Group Dance Challenge
  27 Oct 2022 3 repositories listed
  We present our 1st place solution to the Group Dance Multiple People Tracking Challenge.
• MOTR: End-to-End Multiple-Object Tracking with Transformer
  7 May 2021 2 repositories listed
  Temporal modeling of objects is a key challenge in multiple object tracking (MOT).
• TransTrack: Multiple Object Tracking with Transformer
  31 Dec 2020 2 repositories listed
  In this work, we propose TransTrack, a simple but efficient scheme to solve the multiple object tracking problems.
• OVTR: End-to-End Open-Vocabulary Multiple Object Tracking with Transformer
  13 Mar 2025 1 repository listed Syntology ran 9 of 12 samples · 3 unverified
  Open-vocabulary multiple object tracking aims to generalize trackers to unseen categories during training, enabling their application across a variety of real-world scenarios.
• Strong-TransCenter: Improved Multi-Object Tracking based on Transformers with Dense Representations
  24 Oct 2022 1 repository listed
  Transformer networks have been a focus of research in many fields in recent years, being able to surpass the state-of-the-art performance in different computer vision tasks.
• MOT20: A benchmark for multi object tracking in crowded scenes
  19 Mar 2020 1 repository listed
  The benchmark for Multiple Object Tracking, MOTChallenge, was launched with the goal to establish a standardized evaluation of multiple object tracking methods.

Syntology lines on 1 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.