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Upgrade YOLO model to v6.0.0 (nimble-narwhal)#33

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Chouffe merged 2 commits intomainfrom
arthur/upgrade-yolo-v6
Apr 1, 2026
Merged

Upgrade YOLO model to v6.0.0 (nimble-narwhal)#33
Chouffe merged 2 commits intomainfrom
arthur/upgrade-yolo-v6

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@Chouffe Chouffe commented Apr 1, 2026

Summary

  • Upgrade tracking-fsm-baseline and mtb-change-detection from yolo11s_mighty-mongoose_v5.1.0 to yolo11s_nimble-narwhal_v6.0.0, aligning with pyro-detector-baseline
  • Model downloaded from HuggingFace (best.pt)

Metrics comparison (val/pyronear)

tracking-fsm-baseline:

Metric v5.1.0 v6.0.0 Delta
Precision 0.893 0.897 +0.005
Recall 0.964 0.938 -0.027
F1 0.927 0.917 -0.010
FPR 0.088 0.082 -0.007

mtb-change-detection:

Metric v5.1.0 v6.0.0 Delta
Precision 0.682 0.695 +0.013
Recall 0.922 0.922 0.000
F1 0.784 0.793 +0.009
FPR 0.331 0.311 -0.020

Test plan

  • make lint + make test pass for both experiments
  • Full pipeline (dvc repro evaluate) completes for both experiments
  • No regressions in key FPR metric
  • dvc push to S3

Chouffe added 2 commits April 1, 2026 20:15
Switch tracking-fsm-baseline and mtb-change-detection from
yolo11s_mighty-mongoose_v5.1.0 to yolo11s_nimble-narwhal_v6.0.0,
aligning with pyro-detector-baseline.
Keep v6.0.0 model metrics and dvc.lock for tracking-fsm-baseline.
Pipeline will need rerun after integrating both changes.
@Chouffe Chouffe merged commit 2a66364 into main Apr 1, 2026
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