FocsleFocsle
HU

ByteTrack-Edge

6%
by HUST

Pure-tracker associator; pairs with any detector. The reference real-time MOT.

TrackingMITINT8FP16mottracker
184K downloads 11K deploymentsUpdated Feb 12, 2028
Headline:1.8ms · Hailo-8 · INT8

About this model

Pure-tracker associator; pairs with any detector. The reference real-time MOT.

Authored by hust. Curated into the Fo’c’sle reference set on 2028-02-12. All cross-chip benchmarks below were collected in matched-pair runs in the HIL lab using the same input pipeline, same upstream preprocessing, and the same downstream consumer. See the methodology page for the full protocol.

Task
Tracking
Parameters
0.6 M
Benchmarked on
6 chips
Deployments
11K

Architecture

Detection-by-tracking pipeline
Inferred from upstream weights · simplified
FrameDetectorKalmanHungarian assocTracks

Headline benchmarks

Training data

Pretrained on the upstream maintainer’s released checkpoint. Edge-distillation pass uses 2.4M frames from the Fo’c’sle distillation corpus (consented public data + opt-in publisher contributions). Quantization-aware fine-tune uses 320K calibration samples drawn from the target task’s eval domain.

  • Pretraining corpus: upstream maintainer release
  • Distillation corpus: 2,400,000 frames
  • Calibration set: 320,000 samples (per task)
  • Eval set: standard benchmark + matched-pair HIL runs