Real-Time Multi-Object Tracking

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

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Datasets archive 2025-07-28

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

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (12 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.

• Towards Real-Time Multi-Object Tracking
  27 Sep 2019 12 repositories listed Syntology ran 2 of 36 samples · 34 unverified
  In this paper, we propose an MOT system that allows target detection and appearance embedding to be learned in a shared model.
• Online Multi-Object Tracking Framework with the GMPHD Filter and Occlusion Group Management
  31 Jul 2019 2 repositories listed
  In this paper, we propose an efficient online multi-object tracking framework based on the GMPHD filter and occlusion group management scheme where the GMPHD filter utilizes hierarchical data association to reduce the…
• HopTrack: A Real-time Multi-Object Tracking System for Embedded Devices
  1 Nov 2024 1 repository listed
  Multi-Object Tracking (MOT) poses significant challenges in computer vision.
• Temporal Correlation Meets Embedding: Towards a 2nd Generation of JDE-based Real-Time Multi-Object Tracking
  19 Jul 2024 1 repository listed
  Joint Detection and Embedding (JDE) trackers have demonstrated excellent performance in Multi-Object Tracking (MOT) tasks by incorporating the extraction of appearance features as auxiliary tasks through embedding…
• BiTrack: Bidirectional Offline 3D Multi-Object Tracking Using Camera-LiDAR Data
  26 Jun 2024 1 repository listed
  Compared with real-time multi-object tracking (MOT), offline multi-object tracking (OMOT) has the advantages to perform 2D-3D detection fusion, erroneous link correction, and full track optimization but has to deal with…
• RobMOT: Robust 3D Multi-Object Tracking by Observational Noise and State Estimation Drift Mitigation on LiDAR PointCloud
  19 May 2024 1 repository listed
  RobMOT excels in challenging scenarios, tracking distant objects and prolonged occlusions, with a 1.
• SFSORT: Scene Features-based Simple Online Real-Time Tracker
  11 Apr 2024 1 repository listed
  This paper introduces SFSORT, the world's fastest multi-object tracking system based on experiments conducted on MOT Challenge datasets.
• Discriminative Appearance Modeling with Multi-track Pooling for Real-time Multi-object Tracking
  28 Jan 2021 1 repository listed
  Many approaches model each target in isolation and lack the ability to use all the targets in the scene to jointly update the memory.
• Towards Streaming Perception
  21 May 2020 1 repository listed
  While past work has studied the algorithmic trade-off between latency and accuracy, there has not been a clear metric to compare different methods along the Pareto optimal latency-accuracy curve.

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.