Referring Multi-Object Tracking

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

6 shown of 6 papers with code (11 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.

• EchoTrack: Auditory Referring Multi-Object Tracking for Autonomous Driving
  28 Feb 2024 2 repositories listed
  This paper introduces the task of Auditory Referring Multi-Object Tracking (AR-MOT), which dynamically tracks specific objects in a video sequence based on audio expressions and appears as a challenging problem in…
• ReaMOT: A Benchmark and Framework for Reasoning-based Multi-Object Tracking
  26 May 2025 1 repository listed
  Furthermore, we propose ReaTrack, a training-free framework for reasoning-based multi-object tracking based on large vision-language models (LVLM) and SAM2, as a baseline for the ReaMOT task.
• Cross-View Referring Multi-Object Tracking
  23 Dec 2024 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  It introduces the cross-view to obtain the appearances of objects from multiple views, avoiding the problem of the invisible appearances of objects in RMOT task.
• Bootstrapping Referring Multi-Object Tracking
  7 Jun 2024 1 repository listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  Referring multi-object tracking (RMOT) aims at detecting and tracking multiple objects following human instruction represented by a natural language expression.
• iKUN: Speak to Trackers without Retraining
  25 Dec 2023 1 repository listed Syntology ran 5 of 6 samples · 1 unverified
  Referring multi-object tracking (RMOT) aims to track multiple objects based on input textual descriptions.
• Referring Multi-Object Tracking
  6 Mar 2023 1 repository listed Syntology ran 5 of 8 samples · 3 unverified · 8 pointer-only (licence)
  In this paper, we propose a new and general referring understanding task, termed referring multi-object tracking (RMOT).

Syntology lines on 4 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.