Papers › Simple Online and Realtime Tracking

Simple Online and Realtime Tracking

2 Feb 2016arXiv:1602.00763archive 2025-07-28

Alex Bewley, ZongYuan Ge, Lionel Ott, Fabio Ramos, Ben Upcroft

This paper explores a pragmatic approach to multiple object tracking where the main focus is to associate objects efficiently for online and realtime applications. To this end, detection quality is identified as a key factor influencing tracking performance, where changing the detector can improve tracking by up to 18.9%. Despite only using a rudimentary combination of familiar techniques such as the Kalman Filter and Hungarian algorithm for the tracking components, this approach achieves an accuracy comparable to state-of-the-art online trackers. Furthermore, due to the simplicity of our tracking method, the tracker updates at a rate of 260 Hz which is over 20x faster than other state-of-the-art trackers.

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Code

Syntology Ran 15 of 40 code samples harvested from 12 repositories linked to this paper; 25 have no recorded run. Of those that ran: 3 ran · honoured contract; 1 ran · violated contract; 6 ran · our draft was wrong; 5 ran · fixture could not drive it.

By repository: community (archive-listed): 40 samples from 12 repositories, 15 ran. The run record, sample by sample. “Ran” means executed on a synthesized input, not that the code is correct or reproduces the paper.

56 repositories listed; official and paper-mentioned ones first.

abewley/sort officialmentioned in papermentioned on GitHubtfGPL-3.0 report
AbhijnanVegi/Face-detection mentioned on GitHubpytorch report
BingfengYan/DS_OCSORT mentioned on GitHubpytorchMIT report
Cjiangbpcs/cjiang.github.io mentioned on GitHub report
ErikGDev/instance-segmentation mentioned on GitHubpytorchApache-2.0 report
GeekAlexis/Guardian mentioned on GitHubtfMIT report
GeekAlexis/fast_mot mentioned on GitHubtfMIT report
LKLQQ/Deepsort mentioned on GitHubmindspore report
LdDl/odam mentioned on GitHubApache-2.0 report
Manthata/william- mentioned on GitHubpytorch report
Nanyangny/CenterTrack-IOU mentioned on GitHubpytorch report
SfTI-Robotics/ROS-label-node mentioned on GitHubpytorchApache-2.0 report
Tenfleques/mot mentioned on GitHubpytorch report
XiwangLi/object-tracking-SORT-Pytorch mentioned on GitHubpytorch report
alexgoft/SORT_OpenCV_Trackers mentioned on GitHubtf report
casys-kaist/cova mentioned on GitHubtf report
cdulhanty/syde672 mentioned on GitHubtf report
cfotache/pytorch_objectdetecttrack mentioned on GitHubpytorch report
chelvanai/Oneshot-Face-Identify mentioned on GitHubtf report
chetanchawla/Sort-Tracker mentioned on GitHubtf report
choiwb/Computer_Vision_for_Smart_Factory mentioned on GitHubpytorchMIT report
deshumake/SORT mentioned on GitHubtfGPL-3.0 report
fnando1995/INTEL_Project mentioned on GitHub report
knorth55/chainer-sort mentioned on GitHubMIT report
kuzinalx/pytorch_objectdetecttrack mentioned on GitHubpytorch report
linghu8812/tensorrt_tracker mentioned on GitHubpytorch report
lyqcom/deepsort mentioned on GitHubmindspore report
mariontan/YoloObjectTrack mentioned on GitHubpytorch report
nakul-shahdadpuri/narknet mentioned on GitHubMIT report
nakul-shahdadpuri/trackid mentioned on GitHubtfGPL-3.0 report
noahcao/OC_SORT mentioned on GitHubpytorch report
pradip026/MachineLearning_Pytorch mentioned on GitHubpytorchMIT report
roma-vinn/Object-tracking-lecture mentioned on GitHubpytorchMIT report
squirrelzl/yolo3 mentioned on GitHubpytorchGPL-3.0 report
supersidor/cartracking mentioned on GitHubpytorch report
tamirdennis/Tracking_Project mentioned on GitHubtfGPL-3.0 report
tryolabs/norfair mentioned on GitHubpytorchBSD-3-Clause report
twairball/pyTracking mentioned on GitHub report
vhvkhoa/sort mentioned on GitHubtfnot reachable when probed 2026-09-18 — repositories for recent papers often appear after camera-ready report
wmuron/motpy mentioned on GitHubtorch report
yujiang0922/Re-ID-Tracking mentioned on GitHub report
open-mmlab/mmtracking pytorchApache-2.0 report

Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.

Code Syntology ran Syntology

40 samples harvested; 15 ran; 3 honoured the contract we drafted; 25 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.

3ran · honoured contract
1ran · violated contract
6ran · our draft was wrong
5ran · fixture could not drive it
25unverified

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Tasks

Multi-Object TrackingMultiple Object Tracking

Results from the paper archive 2025-07-28

TaskDatasetModelMetricValueRank at snapshotLeaderboardReport
Multi-Object Tracking MOT15 SORT MOTA 33.4 #2 of 2 Archive leaderboard report
Multi-Object Tracking MOT15 SORT MOTP 72.1 #2 of 2 Archive leaderboard report

Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.

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