Methods › Computer Vision › Multi-Object Tracking Models › FairMOT
FairMOT
Introduced by Yifu Zhang et al. in FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
FairMOT is a model for multi-object tracking which consists of two homogeneous branches to predict pixel-wise objectness scores and re-ID features. The achieved fairness between the tasks is used to achieve high levels of detection and tracking accuracy. The detection branch is implemented in an anchor-free style which estimates object centers and sizes represented as position-aware measurement maps. Similarly, the re-ID branch estimates a re-ID feature for each pixel to characterize the object centered at the pixel. Note that the two branches are completely homogeneous which essentially differs from the previous methods which perform detection and re-ID in a cascaded style. It is also worth noting that FairMOT operates on high-resolution feature maps of strides four while the previous anchor-based methods operate on feature maps of stride 32. The elimination of anchors as well as the use of high-resolution feature maps better aligns re-ID features to object centers which significantly improves the tracking accuracy.
Papers archive 2025-07-28
7 shown of 7, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Leveraging Foundation Models via Knowledge Distillation in Multi-Object Tracking: Distilling DINOv2 Features to FairMOT 25 Jul 2024 · 1 repository · arXiv:2407.18288
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AttMOT: Improving Multiple-Object Tracking by Introducing Auxiliary Pedestrian Attributes 15 Aug 2023 · 0 repositories · arXiv:2308.07537
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Shadow-Background-Noise 3D Spatial Decomposition Using Sparse Low-Rank Gaussian Properties for Video-SAR Moving Target Shadow Enhancement 7 Jul 2022 · 0 repositories · arXiv:2207.03064
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Improving Object Detection, Multi-object Tracking, and Re-Identification for Disaster Response Drones 5 Jan 2022 · 4 repositories · arXiv:2201.01494
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Tracklet-Switch Adversarial Attack against Pedestrian Multi-Object Tracking Trackers 17 Nov 2021 · 5 repositories · arXiv:2111.08954
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Joint Learning Architecture for Multiple Object Tracking and Trajectory Forecasting 24 Aug 2021 · 1 repository · arXiv:2108.10543
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FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking 4 Apr 2020 · 33 repositories · arXiv:2004.01888Syntology ran 8 of 53 samples · 45 unverified
Tasks archive 2025-07-28
16 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
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Categories archive 2025-07-28
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