FireViewer YOLO11-M strict v1
Reproducible two-class visible smoke/flame baseline trained on the strict-clean FireViewer detection corpus.
Status
Baseline, not the primary detector. Current frozen independent results:
| Metric | Result |
|---|---|
| COCO mAP50-95 | 0.1491 |
| COCO mAP50 | 0.2784 |
| Smoke AP50-95 | 0.2790 |
| Flame AP50-95 | 0.0193 |
| Holdout precision / recall / F1 | 0.4274 / 0.2488 / 0.3145 |
| Negative-image false-alarm rate | 0.3391 |
Its weak flame AP and recall are explicitly documented; this checkpoint is retained as a reproducible iteration artifact and, in FireViewer Atelier, as a local preannotation helper rather than a certified pointing model.
Rights
Ultralytics code and models are distributed under AGPL-3.0 unless covered by a separate Ultralytics enterprise licence. Do not add the FireViewer non-redistribution checkpoint licence to this repository unless an upstream commercial licence and rights analysis expressly support it.
Training-source rights and attribution remain separately applicable.
Reproducibility and artifact access
from huggingface_hub import hf_hub_download
path = hf_hub_download(
repo_id="fireviewer/fire-smoke-yolo11m-strict-v1",
repo_type="model",
revision="cd483986db09dbb8541087605628bcc23ba5b48f",
filename="model.pt",
)
Hub artifact SHA-256 for model.pt: 4428ee4c17980d8f1995bbe624a593f63326ead85ec76f2f0cd480195bab2a4d. This identity was read from Hub metadata; the weights were not downloaded or rehashed during the documentation review.
The example downloads a pinned artifact; it does not execute or qualify inference. Preserve the matching configuration, labels, preprocessing and runtime dependencies from that revision. Keep raw outputs, scores, model revision and source provenance when integrating with fireviewer-vision-runtime.
Training corpus: fireviewer/fire-smoke-detection-corpus-v1 at 8e3cb52e86e15debdff7d37a3ce9eac39fbe1835 (see run receipt and source manifest). Base recipe and implementation are recorded with the training artifacts; a family name alone is not an immutable upstream revision.
The included inference helper consumes an RGB image and returns class ID/name, confidence and xyxy image boxes; its documented image size is 960. --confidence 0.25 is the helper default, not a calibrated deployment threshold.
Independent evaluation protocol and limits
Published independent report: 512 images from Hajorda/flameye-wildfire-detection, test, revision 361a3dea8b877482af9f4ed80eff77ffd39926ef. The retained common protocol uses 129 calibration images and 383 holdout images; its selection is dominated by D-Fire (508/512). Zero exact training overlap is a reported hash-based check, not proof of no semantic or domain overlap.
Evaluated model revision: a75aa44716658f02eb85b4e7bba6a358040e6f86. The report-calibrated score threshold is 0.1; it is specific to this protocol and is not an operational threshold. COCO AP over the 512-image selection and F1 on the calibrated holdout are different measurements. Do not compare them with RF-DETR training-validation scores or DINOv3 pointing metrics.
The report does not contain an explicit execution timestamp. Its original revision is the evidence reference; 19 September is the card review date, not a new evaluation date. Multi-event and multi-camera external validation remains necessary.
Sensitive results require human validation. No image detection establishes geographic coordinates, a measured perimeter, absence of fire or future propagation.
Documentation, revision and stewardship
Documentation reviewed on 19 September 2026, using the FireViewer documentation pack and the repository at cd483986db09dbb8541087605628bcc23ba5b48f. This is a documentation and metadata check, not a new model evaluation, training run, data acquisition or full artifact verification. Historical receipts keep their original dates and identifiers; manifest hashes of earlier README versions describe those earlier releases.
The association FIRE-VIEWER provides administrative and financial stewardship for resources under its control. Technical governance is maintainer-led. Pre-association rights, UWD components, upstream licences and source-specific rights remain separate; repository placement does not transfer ownership or grant new rights.
Canonical documentation · Status vocabulary · Institutional website. Contact: contact@fire-viewer.fr.