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Fire Viewer

fireviewer

fire detection, vision, localization, deterministic perimeter, public source analysis, dataset

Models in Library4
Datasets in Library5
Models on Hugging Face7
Followers2

Models

Model · Object detection

rtdetr-v2-r50-fire-smoke

Fire Viewer

Two-class visible smoke/flame detector based on PekingU/rtdetrv2r50vd. Conservative historical/reference detector. On the retained 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. 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. The upstream base model is Apache-2.0. FireViewer checkpoint terms are separate…

Open weights other 43M parameters transformers

Model · Object detection

fire-smoke-yolo11m-strict-v1

Fire Viewer

Reproducible two-class visible smoke/flame baseline trained on the strict-clean FireViewer detection corpus. Reference baseline. Retained independent benchmark results: Its weak flame AP and recall are explicitly documented; this checkpoint is retained as a reproducible iteration artifact with documented use as a local preannotation helper. It is not a qualified pointing model. 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…

Open weights agpl-3.0 ultralytics

Fire/smoke detection and pointing conversions for experimental Android workflows: 6 delivered variants, including 5 with trainable heads or output adapters. Reviewed annotations can update the exposed adaptation parameters while the visual backbones remain frozen. The retained delivery receipt covers five learning conversions. The YOLO inference-only graph is a sixth delivered variant. No SegFormer graph is delivered because the optional source was unavailable. Detection adapters cannot create proposals absent from the frozen detector. All six variants remain unqualified inside Vision Dataset Studio. The YOLO learning SDK pass does not qualify other models, application integration or a…

Open weights other tensorflow-lite

Model · Image segmentation

dinov3-pointing-pilot-v1

Fire Viewer

Research archive, currently publicly visible on the Hub, of a five-epoch DINOv3 ViT-B/16 multi-task pilot for visible fire/smoke presence, segmentation, point localization and explicit visual abstention. This repository preserves a completed, reloadable experiment. It is not a production model and not independently benchmarked. The retained release records describe a private pilot policy; current public visibility does not resolve that restriction or establish redistribution permission. The word “pilot” is part of the model identity and should not be removed in downstream documentation. The metrics below come from the campaign validation split. They are not an independent benchmark and must…

Open weights other 94M parameters pytorch

Datasets

Dataset · Object detection

fire-smoke-detection-corpus-v2

Fire Viewer

auto-safe/ contains approved model proposals and unanimous negative GT. auto-bonzai/ contains Bonsai corrections confirmed with high confidence. manuelle/ contains annotations accepted or corrected by a human. global/ contains distant views with visible fire or smoke outside forest-wildfire scenes. wildfire/ contains distant views with visible forest wildfire. Flame boxes stay small; a distant smoke plume may cover a large area. gold/ is the human calibration holdout; it is excluded from training. Some gold rows provide presence and origin points without boxes; use goldscope. Images and source licences are embedded or recorded per row; there is no blanket image licence. See audit/lots/ for…

Publicly accessible other

Dataset · Object detection

fire-smoke-detection-corpus-v1

Fire Viewer

Versioned detector-training corpus. Current V1 repository contents: 87,568 rows, split 53,952 train / 12,787 validation / 20,829 test. The corpus stores source-specific provenance, hashes, grouping/de-duplication information, validation status and annotation metadata. It preserves the V1 training reference and provenance used by earlier strict FireViewer detector releases; each model receipt identifies the snapshot actually used. There is no single licence covering all source images. Keep repository-level license: other and preserve the source licence/attribution recorded for every sample. FireViewer publication must not overwrite source obligations. This corpus is a training/research…

Publicly accessible other 10K<n<100K

A prepared two-class detection dataset with 38,965 unique native images and 50,591 bounding boxes. It combines the retained FireViewer detection source snapshot with the published negative corpus, with reproducible grouped splits and a COCO materializer. The legacy repository identifier is retained; this card describes the v2.5 release recorded in manifest.json. Train also includes 504 negative images from the detection source; the negative columns above identify only the two imported negative subsets. Native-negative difficulty is unrated; the JPEGs retain their historical candidate designation. COCO category IDs are 1: smokevisible and 2: flamevisible. Map them explicitly to internal…

Publicly accessible other 10K<n<100K

A versioned negative-image resource for fire/smoke detector training and false-positive analysis. The current publication contains 12,653 native source-labelled negatives and 195 retained JPEG candidates, in two separate configurations. The repository name does not establish that every image is a very hard negative. The native subset has no individual visual review or difficulty rating. Existing source classification annotations were the admission basis and were not changed into fresh manual annotations. These identifiers are the source namespaces recorded in the retained provenance, not newly inferred labels or authorizations. See source records and the For the separate JPEG collection…

Publicly accessible other 10K<n<100K

Versioned geographic map packages and tiled viewer assets for FireViewer. The generic producer is the separate UWD Map Builder; historical FireViewer spatial identifiers remain part of the published compatibility and provenance contracts. These are geographic resources, not a conventional image-training dataset. Map geometry, semantic placements and display assets must remain distinct from dated fire observations, incident perimeters, simulations and model predictions. The current repository contains three runtime/viewer-tiled/catalog.json files: Each catalogue records its bounds, local origin, metre units, asset paths and hashes. Viewer coordinates use a local glTF Y-up frame; preserve the…

Publicly accessible other