Methods › Computer Vision › Multi-Object Tracking Models › SMOT
Single-Shot Multi-Object Tracker
SMOT
Introduced by Wei Li et al. in SMOT: Single-Shot Multi Object Tracking
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Single-Shot Multi-Object Tracker or SMOT, is a tracking framework that converts any single-shot detector (SSD) model into an online multiple object tracker, which emphasizes simultaneously detecting and tracking of the object paths. Contrary to the existing tracking by detection approaches which suffer from errors made by the object detectors, SMOT adopts the recently proposed scheme of tracking by re-detection.
The proposed SMOT consists of two stages. The first stage generates temporally consecutive tracklets by exploring the temporal and spatial correlations from previous frame. The second stage performs online linking of the tracklets to generate a face track for each person (better view in color).
Papers archive 2025-07-28
2 shown of 2, 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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Beyond MOT: Semantic Multi-Object Tracking 8 Mar 2024 · 1 repository · arXiv:2403.05021Syntology ran 3 of 5 samples · 2 unverified
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SMOT: Single-Shot Multi Object Tracking 30 Oct 2020 · 1 repository · arXiv:2010.16031
Tasks archive 2025-07-28
4 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Multi-Object Tracking | 2 |
| Object | 2 |
| Object Tracking | 2 |
| Video Understanding | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections