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.
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.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| models/fireviewer_dfine_m_strict_v1_learning/model.tflite | Weights | 79.1 MB | b66acda95a5e |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/model.tflite | Weights | 378.2 MB | 6843e9dd525b |
| models/fireviewer_rfdetr_medium_v110_learning/model.tflite | Weights | 124.4 MB | dba3ade58743 |
| models/fireviewer_rtdetr_v2_r50_learning/model.tflite | Weights | 177.9 MB | cd2c38cf21c1 |
| models/fireviewer_yolo11m_strict_v1/model.tflite | Weights | 80.4 MB | cc9e0fda5982 |
| models/fireviewer_yolo11m_strict_v1_learning/model.tflite | Weights | 80.8 MB | f05130795e14 |
| android/prepare_runtime_check.py | Configuration | 2.2 KB | — |
| conversion/build_trainable_detector.py | Configuration | 12.1 KB | — |
| conversion/build_trainable_fire_multitask.py | Configuration | 8.9 KB | — |
| conversion/check_dfine_final.py | Configuration | 1.8 KB | — |
| conversion/check_dinov3_source_parity.py | Configuration | 1.5 KB | — |
| conversion/check_fire_runtime216.py | Configuration | 2.3 KB | — |
| conversion/convert_dfine_final.py | Configuration | 1.9 KB | — |
| conversion/crop_dfine_outputs.py | Configuration | 1.4 KB | — |
| conversion/dfine-arena-protection.json | Configuration | 636 B | — |
| conversion/dynamic_hf_worker.py | Configuration | 6.0 KB | — |
| conversion/dynamic_lowerings.py | Configuration | 10.4 KB | — |
| conversion/finish_fire_backbone.py | Configuration | 4.6 KB | — |
| conversion/merge_training_graph.py | Configuration | 7.2 KB | — |
| conversion/package/model_manifest.json | Configuration | 5.0 KB | — |
| conversion/package/scripts/convert_batch2.py | Configuration | 23.7 KB | — |
| conversion/package/scripts/convert_onnx.py | Configuration | 913 B | — |
| conversion/patch_onnx2tf_gather_signature.py | Configuration | 1.1 KB | — |
| conversion/prefetch_manifest.json | Configuration | 2.3 KB | — |
| conversion/prepare_learning_backbone.py | Configuration | 1.1 KB | — |
| conversion/protect_dfine_arena.py | Configuration | 3.1 KB | — |
| conversion/publish_learning.py | Configuration | 9.9 KB | — |
| conversion/static_topk_lowering.py | Configuration | 1.6 KB | — |
| docs/evidence/plot_results.py | Configuration | 7.4 KB | — |
| docs/evidence/visual-data.json | Configuration | 8.9 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/android_model_config.json | Configuration | 1.1 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/artifact_manifest.json | Configuration | 2.0 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/runtime216_validation.json | Configuration | 359 B | — |
| models/fireviewer_dfine_m_strict_v1_learning/runtime_contract.json | Configuration | 3.1 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/source_parity.json | Configuration | 1.7 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/training_validation.json | Configuration | 2.3 KB | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/android_model_config.json | Configuration | 1.8 KB | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/artifact_manifest.json | Configuration | 1.2 KB | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/runtime216_validation.json | Configuration | 368 B | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/runtime_contract.json | Configuration | 3.2 KB | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/source_parity.json | Configuration | 323 B | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/training_validation.json | Configuration | 2.4 KB | — |
| models/fireviewer_rfdetr_medium_v110_learning/android_model_config.json | Configuration | 1.2 KB | — |
| models/fireviewer_rfdetr_medium_v110_learning/artifact_manifest.json | Configuration | 1.7 KB | — |
| models/fireviewer_rfdetr_medium_v110_learning/runtime216_validation.json | Configuration | 361 B | — |
| models/fireviewer_rfdetr_medium_v110_learning/runtime_contract.json | Configuration | 3.1 KB | — |
| models/fireviewer_rfdetr_medium_v110_learning/source_parity.json | Configuration | 253 B | — |
| models/fireviewer_rfdetr_medium_v110_learning/training_validation.json | Configuration | 2.3 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/android_model_config.json | Configuration | 1.1 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/artifact_manifest.json | Configuration | 2.0 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/runtime216_validation.json | Configuration | 355 B | — |
| models/fireviewer_rtdetr_v2_r50_learning/runtime_contract.json | Configuration | 3.1 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/source_parity.json | Configuration | 655 B | — |
| models/fireviewer_rtdetr_v2_r50_learning/training_validation.json | Configuration | 2.3 KB | — |
| models/fireviewer_yolo11m_strict_v1/artifact_manifest.json | Configuration | 1.0 KB | — |
| models/fireviewer_yolo11m_strict_v1/labels.json | Configuration | 51 B | — |
| models/fireviewer_yolo11m_strict_v1/runtime_contract.json | Configuration | 2.0 KB | — |
| models/fireviewer_yolo11m_strict_v1/validation.json | Configuration | 1.4 KB | — |
| models/fireviewer_yolo11m_strict_v1_learning/android_model_config.json | Configuration | 1.1 KB | — |
| models/fireviewer_yolo11m_strict_v1_learning/artifact_manifest.json | Configuration | 1.3 KB | — |
| models/fireviewer_yolo11m_strict_v1_learning/runtime216_validation.json | Configuration | 359 B | — |
| models/fireviewer_yolo11m_strict_v1_learning/runtime_contract.json | Configuration | 3.7 KB | — |
| models/fireviewer_yolo11m_strict_v1_learning/source_parity.json | Configuration | 1.2 KB | — |
| models/fireviewer_yolo11m_strict_v1_learning/training_validation.json | Configuration | 2.8 KB | — |
| reports/android/runtime-libraries.json | Configuration | 527 B | — |
| reports/environments/runtime-environment.json | Configuration | 333 B | — |
| reports/fireviewer-completion.json | Configuration | 6.1 KB | — |
| reports/fireviewer_dfine_m_strict_v1/publication_receipt.json | Configuration | 296 B | — |
| reports/fireviewer_dfine_m_strict_v1/runtime216_validation.json | Configuration | 359 B | — |
| reports/fireviewer_dfine_m_strict_v1/source.json | Configuration | 565 B | — |
| reports/fireviewer_dfine_m_strict_v1/source_parity.json | Configuration | 1.7 KB | — |
| reports/fireviewer_dfine_m_strict_v1/training_validation.json | Configuration | 1.6 KB | — |
| reports/fireviewer_dinov3_pointing_pilot_v1/publication_receipt.json | Configuration | 304 B | — |
| reports/fireviewer_dinov3_pointing_pilot_v1/runtime216_validation.json | Configuration | 368 B | — |
| reports/fireviewer_dinov3_pointing_pilot_v1/source.json | Configuration | 395 B | — |
| reports/fireviewer_dinov3_pointing_pilot_v1/source_parity.json | Configuration | 323 B | — |
| reports/fireviewer_dinov3_pointing_pilot_v1/training_validation.json | Configuration | 1.7 KB | — |
| reports/fireviewer_rfdetr_medium_v110/publication_receipt.json | Configuration | 298 B | — |
| reports/fireviewer_rfdetr_medium_v110/runtime216_validation.json | Configuration | 361 B | — |
| reports/fireviewer_rfdetr_medium_v110/source.json | Configuration | 674 B | — |
| reports/fireviewer_rfdetr_medium_v110/source_parity.json | Configuration | 253 B | — |
| reports/fireviewer_rfdetr_medium_v110/training_validation.json | Configuration | 1.6 KB | — |
| reports/fireviewer_rtdetr_v2_r50/publication_receipt.json | Configuration | 293 B | — |
| reports/fireviewer_rtdetr_v2_r50/runtime216_validation.json | Configuration | 355 B | — |
| reports/fireviewer_rtdetr_v2_r50/source.json | Configuration | 554 B | — |
| reports/fireviewer_rtdetr_v2_r50/source_parity.json | Configuration | 655 B | — |
| reports/fireviewer_rtdetr_v2_r50/training_validation.json | Configuration | 1.6 KB | — |
| reports/fireviewer_yolo11m_strict_v1/publication_receipt.json | Configuration | 296 B | — |
| reports/fireviewer_yolo11m_strict_v1/runtime216_validation.json | Configuration | 359 B | — |
| reports/fireviewer_yolo11m_strict_v1/source.json | Configuration | 517 B | — |
| reports/fireviewer_yolo11m_strict_v1/source_parity.json | Configuration | 1.2 KB | — |
| reports/fireviewer_yolo11m_strict_v1/training_validation.json | Configuration | 2.1 KB | — |
| README.en.md | Documentation | 5.2 KB | — |
| README.md | Documentation | 5.2 KB | — |
| android/README.md | Documentation | 6.6 KB | — |
| conversion/README.md | Documentation | 2.9 KB | — |
| docs/BENCHMARKS.en.md | Documentation | 7.3 KB | — |
| docs/BENCHMARKS.md | Documentation | 7.5 KB | — |
| docs/CONTINUOUS_LEARNING.en.md | Documentation | 4.1 KB | — |
| docs/CONTINUOUS_LEARNING.md | Documentation | 5.2 KB | — |
| docs/README.md | Documentation | 828 B | — |
| docs/USAGE.en.md | Documentation | 6.7 KB | — |
| docs/USAGE.md | Documentation | 6.9 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/CHECKPOINT_LICENSE.md | Documentation | 4.4 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/CHECKPOINT_RIGHTS.md | Documentation | 2.0 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/CITATION.md | Documentation | 410 B | — |
| models/fireviewer_dfine_m_strict_v1_learning/COMMERCIAL_USE.md | Documentation | 1.1 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/MODEL_RIGHTS_POLICY.md | Documentation | 2.4 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/README.md | Documentation | 2.5 KB | — |
| models/fireviewer_dfine_m_strict_v1_learning/RIGHTS_AND_ATTRIBUTION.md | Documentation | 635 B | — |
| models/fireviewer_dfine_m_strict_v1_learning/THIRD_PARTY_NOTICES.md | Documentation | 450 B | — |
| models/fireviewer_dfine_m_strict_v1_learning/UPSTREAM_README.md | Documentation | 5.6 KB | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/README.md | Documentation | 2.6 KB | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/RIGHTS_AND_ATTRIBUTION.md | Documentation | 881 B | — |
| models/fireviewer_dinov3_pointing_pilot_v1_learning/UPSTREAM_README.md | Documentation | 6.5 KB | — |
| models/fireviewer_rfdetr_medium_v110_learning/CHECKPOINT_LICENSE.md | Documentation | 4.4 KB | — |
| models/fireviewer_rfdetr_medium_v110_learning/CITATION.md | Documentation | 421 B | — |
| models/fireviewer_rfdetr_medium_v110_learning/COMMERCIAL_USE.md | Documentation | 1.1 KB | — |
| models/fireviewer_rfdetr_medium_v110_learning/README.md | Documentation | 2.6 KB | — |
| models/fireviewer_rfdetr_medium_v110_learning/RIGHTS_AND_ATTRIBUTION.md | Documentation | 641 B | — |
| models/fireviewer_rfdetr_medium_v110_learning/THIRD_PARTY_NOTICES.md | Documentation | 338 B | — |
| models/fireviewer_rfdetr_medium_v110_learning/UPSTREAM_README.md | Documentation | 4.3 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/CHECKPOINT_LICENSE.md | Documentation | 4.4 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/CHECKPOINT_RIGHTS.md | Documentation | 2.0 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/CITATION.md | Documentation | 406 B | — |
| models/fireviewer_rtdetr_v2_r50_learning/COMMERCIAL_USE.md | Documentation | 1.1 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/MODEL_RIGHTS_POLICY.md | Documentation | 2.4 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/README.md | Documentation | 2.5 KB | — |
| models/fireviewer_rtdetr_v2_r50_learning/RIGHTS_AND_ATTRIBUTION.md | Documentation | 577 B | — |
| models/fireviewer_rtdetr_v2_r50_learning/THIRD_PARTY_NOTICES.md | Documentation | 264 B | — |
| models/fireviewer_rtdetr_v2_r50_learning/UPSTREAM_README.md | Documentation | 4.9 KB | — |
| models/fireviewer_yolo11m_strict_v1/README.md | Documentation | 1.6 KB | — |
| models/fireviewer_yolo11m_strict_v1/RIGHTS_AND_ATTRIBUTION.md | Documentation | 320 B | — |
| models/fireviewer_yolo11m_strict_v1/THIRD_PARTY_NOTICES.md | Documentation | 151 B | — |
| models/fireviewer_yolo11m_strict_v1/UPSTREAM_README.md | Documentation | 5.1 KB | — |
| models/fireviewer_yolo11m_strict_v1_learning/README.md | Documentation | 2.5 KB | — |
| models/fireviewer_yolo11m_strict_v1_learning/RIGHTS_AND_ATTRIBUTION.md | Documentation | 320 B | — |
| models/fireviewer_yolo11m_strict_v1_learning/THIRD_PARTY_NOTICES.md | Documentation | 151 B | — |
| models/fireviewer_yolo11m_strict_v1_learning/UPSTREAM_README.md | Documentation | 5.1 KB | — |
| android/DetectorTargets.kt | Other | 829 B | — |
| android/FireDetectorRuntimeCheck.java | Other | 2.9 KB | — |
| android/OnDeviceLearning.kt | Other | 6.4 KB | — |
| android/TrainingRuntimeCheck.java | Other | 3.2 KB | — |
| docs/figures/android-sdk.png | Other | 92.9 KB | — |
| docs/figures/android-sdk.svg | Other | 7.1 KB | — |
| docs/figures/conversion-parity.png | Other | 122.4 KB | d37ae3f39df2 |
| docs/figures/conversion-parity.svg | Other | 34.8 KB | — |
| docs/figures/host-learning.png | Other | 139.7 KB | 861dc9faeb7f |
| docs/figures/host-learning.svg | Other | 24.1 KB | — |
| docs/figures/model-lineage.png | Other | 74.2 KB | — |
| docs/figures/model-lineage.svg | Other | 5.8 KB | — |
| docs/figures/qualification-matrix.png | Other | 130.4 KB | 351f7b482b93 |
| docs/figures/qualification-matrix.svg | Other | 18.1 KB | — |
| reports/android/fire-build-final.log | Other | 140 B | — |
| reports/android/fireviewer_yolo11m_strict_v1-final.log | Other | 3.4 KB | — |
| reports/android/fireviewer_yolo11m_strict_v1.log | Other | 3.3 KB | — |
| reports/environments/litert-environment.txt | Other | 2.1 KB | — |
| reports/environments/mm-environment.txt | Other | 1.6 KB | — |
| reports/environments/onnx-environment.txt | Other | 722 B | — |
| reports/environments/tf-current-freeze.txt | Other | 866 B | — |
| reports/environments/tf-probe-freeze.txt | Other | 814 B | — |
| reports/environments/tf216-freeze.txt | Other | 631 B | — |
| reports/environments/tf219-freeze.txt | Other | 814 B | — |
| .gitattributes | Repository | 1.7 KB | — |
License and Download
- License
- other
- Access
- Open weights, no gate
- Download size
- 920.8 MB
Released by Fire Viewer through its official repository on Hugging Face.
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 920.8 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.