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Open-weight model

litert-models

by Fire Viewer fireviewer/litert-models

litert-models is an open-weight model from Fire Viewer, released under other. Its published files total 921.9 MB. It draws 52 downloads a month.

Fire/smoke detection and pointing conversions for experimental Android workflows: 6 delivered variants, including 5 with trainable heads or output adapters.

Parameters—
Context—
Weights920.8 MB
Licenseother
AccessOpen weights
Monthly Downloads52

Model Card

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…

Excerpt from the card by Fire Viewer, licensed other.

Identity and Version

Repository
fireviewer/litert-models
Publisher
Fire Viewer
Task
Not stated by the source
Modality
Other
Library
tensorflow-lite
Parameters
Not stated by the source
Languages
Not stated by the source
Revision
ee2b348bc621f27d4885cfcc212d3f6890e9b336
First published
2026-09-19
Last updated
2026-10-05

Files and Weights

164 files, 921.9 MB in total. The weights are 6 files totalling 920.8 MB in tflite.

Weights6 files · 920.8 MB
Configuration86 files · 204.8 KB
Documentation47 files · 135.7 KB
Other24 files · 677.2 KB
Repository1 file · 1.7 KB
Every file
FileTypeSizeSHA-256
models/fireviewer_dfine_m_strict_v1_learning/model.tfliteWeights79.1 MB b66acda95a5e
models/fireviewer_dinov3_pointing_pilot_v1_learning/model.tfliteWeights378.2 MB 6843e9dd525b
models/fireviewer_rfdetr_medium_v110_learning/model.tfliteWeights124.4 MB dba3ade58743
models/fireviewer_rtdetr_v2_r50_learning/model.tfliteWeights177.9 MB cd2c38cf21c1
models/fireviewer_yolo11m_strict_v1/model.tfliteWeights80.4 MB cc9e0fda5982
models/fireviewer_yolo11m_strict_v1_learning/model.tfliteWeights80.8 MB f05130795e14
android/prepare_runtime_check.pyConfiguration2.2 KB —
conversion/build_trainable_detector.pyConfiguration12.1 KB —
conversion/build_trainable_fire_multitask.pyConfiguration8.9 KB —
conversion/check_dfine_final.pyConfiguration1.8 KB —
conversion/check_dinov3_source_parity.pyConfiguration1.5 KB —
conversion/check_fire_runtime216.pyConfiguration2.3 KB —
conversion/convert_dfine_final.pyConfiguration1.9 KB —
conversion/crop_dfine_outputs.pyConfiguration1.4 KB —
conversion/dfine-arena-protection.jsonConfiguration636 B —
conversion/dynamic_hf_worker.pyConfiguration6.0 KB —
conversion/dynamic_lowerings.pyConfiguration10.4 KB —
conversion/finish_fire_backbone.pyConfiguration4.6 KB —
conversion/merge_training_graph.pyConfiguration7.2 KB —
conversion/package/model_manifest.jsonConfiguration5.0 KB —
conversion/package/scripts/convert_batch2.pyConfiguration23.7 KB —
conversion/package/scripts/convert_onnx.pyConfiguration913 B —
conversion/patch_onnx2tf_gather_signature.pyConfiguration1.1 KB —
conversion/prefetch_manifest.jsonConfiguration2.3 KB —
conversion/prepare_learning_backbone.pyConfiguration1.1 KB —
conversion/protect_dfine_arena.pyConfiguration3.1 KB —
conversion/publish_learning.pyConfiguration9.9 KB —
conversion/static_topk_lowering.pyConfiguration1.6 KB —
docs/evidence/plot_results.pyConfiguration7.4 KB —
docs/evidence/visual-data.jsonConfiguration8.9 KB —
models/fireviewer_dfine_m_strict_v1_learning/android_model_config.jsonConfiguration1.1 KB —
models/fireviewer_dfine_m_strict_v1_learning/artifact_manifest.jsonConfiguration2.0 KB —
models/fireviewer_dfine_m_strict_v1_learning/runtime216_validation.jsonConfiguration359 B —
models/fireviewer_dfine_m_strict_v1_learning/runtime_contract.jsonConfiguration3.1 KB —
models/fireviewer_dfine_m_strict_v1_learning/source_parity.jsonConfiguration1.7 KB —
models/fireviewer_dfine_m_strict_v1_learning/training_validation.jsonConfiguration2.3 KB —
models/fireviewer_dinov3_pointing_pilot_v1_learning/android_model_config.jsonConfiguration1.8 KB —
models/fireviewer_dinov3_pointing_pilot_v1_learning/artifact_manifest.jsonConfiguration1.2 KB —
models/fireviewer_dinov3_pointing_pilot_v1_learning/runtime216_validation.jsonConfiguration368 B —
models/fireviewer_dinov3_pointing_pilot_v1_learning/runtime_contract.jsonConfiguration3.2 KB —
models/fireviewer_dinov3_pointing_pilot_v1_learning/source_parity.jsonConfiguration323 B —
models/fireviewer_dinov3_pointing_pilot_v1_learning/training_validation.jsonConfiguration2.4 KB —
models/fireviewer_rfdetr_medium_v110_learning/android_model_config.jsonConfiguration1.2 KB —
models/fireviewer_rfdetr_medium_v110_learning/artifact_manifest.jsonConfiguration1.7 KB —
models/fireviewer_rfdetr_medium_v110_learning/runtime216_validation.jsonConfiguration361 B —
models/fireviewer_rfdetr_medium_v110_learning/runtime_contract.jsonConfiguration3.1 KB —
models/fireviewer_rfdetr_medium_v110_learning/source_parity.jsonConfiguration253 B —
models/fireviewer_rfdetr_medium_v110_learning/training_validation.jsonConfiguration2.3 KB —
models/fireviewer_rtdetr_v2_r50_learning/android_model_config.jsonConfiguration1.1 KB —
models/fireviewer_rtdetr_v2_r50_learning/artifact_manifest.jsonConfiguration2.0 KB —
models/fireviewer_rtdetr_v2_r50_learning/runtime216_validation.jsonConfiguration355 B —
models/fireviewer_rtdetr_v2_r50_learning/runtime_contract.jsonConfiguration3.1 KB —
models/fireviewer_rtdetr_v2_r50_learning/source_parity.jsonConfiguration655 B —
models/fireviewer_rtdetr_v2_r50_learning/training_validation.jsonConfiguration2.3 KB —
models/fireviewer_yolo11m_strict_v1/artifact_manifest.jsonConfiguration1.0 KB —
models/fireviewer_yolo11m_strict_v1/labels.jsonConfiguration51 B —
models/fireviewer_yolo11m_strict_v1/runtime_contract.jsonConfiguration2.0 KB —
models/fireviewer_yolo11m_strict_v1/validation.jsonConfiguration1.4 KB —
models/fireviewer_yolo11m_strict_v1_learning/android_model_config.jsonConfiguration1.1 KB —
models/fireviewer_yolo11m_strict_v1_learning/artifact_manifest.jsonConfiguration1.3 KB —
models/fireviewer_yolo11m_strict_v1_learning/runtime216_validation.jsonConfiguration359 B —
models/fireviewer_yolo11m_strict_v1_learning/runtime_contract.jsonConfiguration3.7 KB —
models/fireviewer_yolo11m_strict_v1_learning/source_parity.jsonConfiguration1.2 KB —
models/fireviewer_yolo11m_strict_v1_learning/training_validation.jsonConfiguration2.8 KB —
reports/android/runtime-libraries.jsonConfiguration527 B —
reports/environments/runtime-environment.jsonConfiguration333 B —
reports/fireviewer-completion.jsonConfiguration6.1 KB —
reports/fireviewer_dfine_m_strict_v1/publication_receipt.jsonConfiguration296 B —
reports/fireviewer_dfine_m_strict_v1/runtime216_validation.jsonConfiguration359 B —
reports/fireviewer_dfine_m_strict_v1/source.jsonConfiguration565 B —
reports/fireviewer_dfine_m_strict_v1/source_parity.jsonConfiguration1.7 KB —
reports/fireviewer_dfine_m_strict_v1/training_validation.jsonConfiguration1.6 KB —
reports/fireviewer_dinov3_pointing_pilot_v1/publication_receipt.jsonConfiguration304 B —
reports/fireviewer_dinov3_pointing_pilot_v1/runtime216_validation.jsonConfiguration368 B —
reports/fireviewer_dinov3_pointing_pilot_v1/source.jsonConfiguration395 B —
reports/fireviewer_dinov3_pointing_pilot_v1/source_parity.jsonConfiguration323 B —
reports/fireviewer_dinov3_pointing_pilot_v1/training_validation.jsonConfiguration1.7 KB —
reports/fireviewer_rfdetr_medium_v110/publication_receipt.jsonConfiguration298 B —
reports/fireviewer_rfdetr_medium_v110/runtime216_validation.jsonConfiguration361 B —
reports/fireviewer_rfdetr_medium_v110/source.jsonConfiguration674 B —
reports/fireviewer_rfdetr_medium_v110/source_parity.jsonConfiguration253 B —
reports/fireviewer_rfdetr_medium_v110/training_validation.jsonConfiguration1.6 KB —
reports/fireviewer_rtdetr_v2_r50/publication_receipt.jsonConfiguration293 B —
reports/fireviewer_rtdetr_v2_r50/runtime216_validation.jsonConfiguration355 B —
reports/fireviewer_rtdetr_v2_r50/source.jsonConfiguration554 B —
reports/fireviewer_rtdetr_v2_r50/source_parity.jsonConfiguration655 B —
reports/fireviewer_rtdetr_v2_r50/training_validation.jsonConfiguration1.6 KB —
reports/fireviewer_yolo11m_strict_v1/publication_receipt.jsonConfiguration296 B —
reports/fireviewer_yolo11m_strict_v1/runtime216_validation.jsonConfiguration359 B —
reports/fireviewer_yolo11m_strict_v1/source.jsonConfiguration517 B —
reports/fireviewer_yolo11m_strict_v1/source_parity.jsonConfiguration1.2 KB —
reports/fireviewer_yolo11m_strict_v1/training_validation.jsonConfiguration2.1 KB —
README.en.mdDocumentation5.2 KB —
README.mdDocumentation5.2 KB —
android/README.mdDocumentation6.6 KB —
conversion/README.mdDocumentation2.9 KB —
docs/BENCHMARKS.en.mdDocumentation7.3 KB —
docs/BENCHMARKS.mdDocumentation7.5 KB —
docs/CONTINUOUS_LEARNING.en.mdDocumentation4.1 KB —
docs/CONTINUOUS_LEARNING.mdDocumentation5.2 KB —
docs/README.mdDocumentation828 B —
docs/USAGE.en.mdDocumentation6.7 KB —
docs/USAGE.mdDocumentation6.9 KB —
models/fireviewer_dfine_m_strict_v1_learning/CHECKPOINT_LICENSE.mdDocumentation4.4 KB —
models/fireviewer_dfine_m_strict_v1_learning/CHECKPOINT_RIGHTS.mdDocumentation2.0 KB —
models/fireviewer_dfine_m_strict_v1_learning/CITATION.mdDocumentation410 B —
models/fireviewer_dfine_m_strict_v1_learning/COMMERCIAL_USE.mdDocumentation1.1 KB —
models/fireviewer_dfine_m_strict_v1_learning/MODEL_RIGHTS_POLICY.mdDocumentation2.4 KB —
models/fireviewer_dfine_m_strict_v1_learning/README.mdDocumentation2.5 KB —
models/fireviewer_dfine_m_strict_v1_learning/RIGHTS_AND_ATTRIBUTION.mdDocumentation635 B —
models/fireviewer_dfine_m_strict_v1_learning/THIRD_PARTY_NOTICES.mdDocumentation450 B —
models/fireviewer_dfine_m_strict_v1_learning/UPSTREAM_README.mdDocumentation5.6 KB —
models/fireviewer_dinov3_pointing_pilot_v1_learning/README.mdDocumentation2.6 KB —
models/fireviewer_dinov3_pointing_pilot_v1_learning/RIGHTS_AND_ATTRIBUTION.mdDocumentation881 B —
models/fireviewer_dinov3_pointing_pilot_v1_learning/UPSTREAM_README.mdDocumentation6.5 KB —
models/fireviewer_rfdetr_medium_v110_learning/CHECKPOINT_LICENSE.mdDocumentation4.4 KB —
models/fireviewer_rfdetr_medium_v110_learning/CITATION.mdDocumentation421 B —
models/fireviewer_rfdetr_medium_v110_learning/COMMERCIAL_USE.mdDocumentation1.1 KB —
models/fireviewer_rfdetr_medium_v110_learning/README.mdDocumentation2.6 KB —
models/fireviewer_rfdetr_medium_v110_learning/RIGHTS_AND_ATTRIBUTION.mdDocumentation641 B —
models/fireviewer_rfdetr_medium_v110_learning/THIRD_PARTY_NOTICES.mdDocumentation338 B —
models/fireviewer_rfdetr_medium_v110_learning/UPSTREAM_README.mdDocumentation4.3 KB —
models/fireviewer_rtdetr_v2_r50_learning/CHECKPOINT_LICENSE.mdDocumentation4.4 KB —
models/fireviewer_rtdetr_v2_r50_learning/CHECKPOINT_RIGHTS.mdDocumentation2.0 KB —
models/fireviewer_rtdetr_v2_r50_learning/CITATION.mdDocumentation406 B —
models/fireviewer_rtdetr_v2_r50_learning/COMMERCIAL_USE.mdDocumentation1.1 KB —
models/fireviewer_rtdetr_v2_r50_learning/MODEL_RIGHTS_POLICY.mdDocumentation2.4 KB —
models/fireviewer_rtdetr_v2_r50_learning/README.mdDocumentation2.5 KB —
models/fireviewer_rtdetr_v2_r50_learning/RIGHTS_AND_ATTRIBUTION.mdDocumentation577 B —
models/fireviewer_rtdetr_v2_r50_learning/THIRD_PARTY_NOTICES.mdDocumentation264 B —
models/fireviewer_rtdetr_v2_r50_learning/UPSTREAM_README.mdDocumentation4.9 KB —
models/fireviewer_yolo11m_strict_v1/README.mdDocumentation1.6 KB —
models/fireviewer_yolo11m_strict_v1/RIGHTS_AND_ATTRIBUTION.mdDocumentation320 B —
models/fireviewer_yolo11m_strict_v1/THIRD_PARTY_NOTICES.mdDocumentation151 B —
models/fireviewer_yolo11m_strict_v1/UPSTREAM_README.mdDocumentation5.1 KB —
models/fireviewer_yolo11m_strict_v1_learning/README.mdDocumentation2.5 KB —
models/fireviewer_yolo11m_strict_v1_learning/RIGHTS_AND_ATTRIBUTION.mdDocumentation320 B —
models/fireviewer_yolo11m_strict_v1_learning/THIRD_PARTY_NOTICES.mdDocumentation151 B —
models/fireviewer_yolo11m_strict_v1_learning/UPSTREAM_README.mdDocumentation5.1 KB —
android/DetectorTargets.ktOther829 B —
android/FireDetectorRuntimeCheck.javaOther2.9 KB —
android/OnDeviceLearning.ktOther6.4 KB —
android/TrainingRuntimeCheck.javaOther3.2 KB —
docs/figures/android-sdk.pngOther92.9 KB —
docs/figures/android-sdk.svgOther7.1 KB —
docs/figures/conversion-parity.pngOther122.4 KB d37ae3f39df2
docs/figures/conversion-parity.svgOther34.8 KB —
docs/figures/host-learning.pngOther139.7 KB 861dc9faeb7f
docs/figures/host-learning.svgOther24.1 KB —
docs/figures/model-lineage.pngOther74.2 KB —
docs/figures/model-lineage.svgOther5.8 KB —
docs/figures/qualification-matrix.pngOther130.4 KB 351f7b482b93
docs/figures/qualification-matrix.svgOther18.1 KB —
reports/android/fire-build-final.logOther140 B —
reports/android/fireviewer_yolo11m_strict_v1-final.logOther3.4 KB —
reports/android/fireviewer_yolo11m_strict_v1.logOther3.3 KB —
reports/environments/litert-environment.txtOther2.1 KB —
reports/environments/mm-environment.txtOther1.6 KB —
reports/environments/onnx-environment.txtOther722 B —
reports/environments/tf-current-freeze.txtOther866 B —
reports/environments/tf-probe-freeze.txtOther814 B —
reports/environments/tf216-freeze.txtOther631 B —
reports/environments/tf219-freeze.txtOther814 B —
.gitattributesRepository1.7 KB —

License and Download

License
other
Access
Open weights, no gate
Download size
920.8 MB
Download from Fire Viewer

Released by Fire Viewer through its official repository on Hugging Face.

Memory Requirements

PrecisionWeights in memory
As published920.8 MB

Weights only, from the published parameter count; the key-value cache and runtime add to this.

Questions About litert-models

What license is litert-models released under?

other, as its publisher declares it. Read the license text before commercial use.