fireviewer/rtdetr-v2-r50-fire-smoke

FireViewer RT-DETRv2-R50 Fire/Smoke

Two-class visible smoke/flame detector based on PekingU/rtdetr_v2_r50vd.

Status

Conservative historical/reference detector. On the current frozen independent FireViewer benchmark, COCO mAP50-95 is 0.3502. It remains useful as a reproducible comparator and lower-false-alarm operating reference; public availability does not mean current runtime promotion.

model.safetensors SHA-256: 75aa67a0ed2411d15fd14886932ab18ffa409666ac7b80bf285efb3224e083e0.

Intended use and limits

Research, evaluation and permitted commercial inference under the checkpoint terms. This model does not determine geographic coordinates, hidden fire origin, a fire perimeter or an emergency decision. Outputs must retain scores/provenance and remain subject to human review.

Rights

The upstream base model is Apache-2.0. FireViewer checkpoint terms are separate from upstream code/base rights and from source-specific training-data rights. Read the included rights files before reuse.

Reproducibility and artifact access

from huggingface_hub import hf_hub_download

path = hf_hub_download(
    repo_id="fireviewer/rtdetr-v2-r50-fire-smoke",
    repo_type="model",
    revision="51ff9b36f258dee8d54d80eebdb3c023f61bd4d5",
    filename="model.safetensors",
)

Hub artifact SHA-256 for model.safetensors: 75aa67a0ed2411d15fd14886932ab18ffa409666ac7b80bf285efb3224e083e0. 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.

Base revision: 282494075698cab9faa1096ae26856890030c817. Training provenance retains historical source-manifest hashes; do not assume that the current strict corpus revision was used by this older training run. Labels are 0: smoke_visible, 1: flame_visible; use the matching configuration and image processor.

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: c177a12ccd9f0ed1c0ddadbc3e7ad2ac56ae0218. The report-calibrated score threshold is 0.02; 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 `51ff9b36f258dee8d54d80eebdb3c023f61bd4d5`. 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.