InspectNet-CX Public Claims Ledger
This package is scoped to local MVTec AD bottle evidence and release diagnostics. Every
verified public claim below points to an artifact included in this package.
Verified Claims
| claim | package artifact |
|---|---|
Real MVTec AD bottle data was configured locally with 209 normal train images, 20 normal test images, 63 anomalous test images, and 63 masks. |
reports/dataset_provenance_mvtec_ad_bottle.json; reports/anomalib_padim_mvtec_ad_bottle_result.json |
Anomalib PaDiM, ResNet-18, CPU fit/test completed on local MVTec AD bottle with image AUROC 0.9960, image F1 0.9756, pixel AUROC 0.9794, and pixel F1 0.6808. |
reports/anomalib_padim_mvtec_ad_bottle_result.json |
CPU classical patch-difference sanity baseline completed with image AUROC 0.9151, image F1 0.7692, pixel AUROC 0.8765, and pixel F1 0.4750. |
reports/classical_patchdiff_rerun_mvtec_ad_bottle_result.json |
Reusable Anomalib PaDiM checkpoint inference predicts normal for a real MVTec AD bottle/test/good/000.png example. |
examples/prediction_padim_good_000.json |
Reusable Anomalib PaDiM checkpoint inference predicts anomaly for a real MVTec AD bottle/test/broken_large/000.png example. |
examples/prediction_padim_broken_large_000.json |
| Prediction JSONs include expected labels, predicted labels, backend metadata, and checkpoint provenance for the PaDiM backend. | examples/prediction_padim_good_000.json; examples/prediction_padim_broken_large_000.json |
| Trained Anomalib PaDiM ONNX and OpenVINO export artifacts were created locally. | reports/anomalib_padim_export_status.json |
| Trained exported PaDiM ONNX/OpenVINO artifacts load, but parity fails over the 83-image local bottle test folder. | reports/anomalib_padim_export_smoke.json |
| Phase 0 placeholder OpenVINO continuous-output parity is close, but binary mask parity is unstable at hard-threshold boundaries. | reports/openvino_parity_investigation.json |
Partially Verified Claims
| claim | current boundary |
|---|---|
| ONNX/OpenVINO export path exists. | Verified as artifact creation and smoke loading, but trained export parity is not clean and checkpoint-to-export parity is not established. |
| Prediction CLI can be rerun by another user. | Commands are documented and examples are included; users must provide their own MVTec AD copy and local checkpoint artifacts because dataset files and checkpoints are not bundled. |
Blocked Claims
| blocked claim | blocker |
|---|---|
| Production or factory deployment readiness. | No production calibration, monitoring, operator workflow, target hardware latency, or clean trained export parity. |
| Jetson Orin NX latency or edge validation. | No Jetson measurement exists. |
| TensorRT compatibility. | No TensorRT validation artifact exists. |
| Cross-category or cross-dataset benchmark quality. | Only MVTec AD bottle is included. |
| Clean trained PaDiM ONNX/OpenVINO parity. | reports/anomalib_padim_export_smoke.json is loaded_parity_failed. |
| Trained native InspectNet-CX detector checkpoint. | No trained native InspectNet-CX checkpoint exists. |
Claims To Remove Or Soften
| wording risk | required wording |
|---|---|
| Standalone benchmark-performance claims. | Say "local MVTec AD bottle PaDiM baseline evidence" and cite the report. |
| "Deployment-ready", "edge-ready", "Jetson-ready", or "OpenVINO-ready". | Say export artifacts exist and load, but trained export parity is not clean enough for deployment claims. |
| Any implication that MVTec AD images are included. | Say MVTec AD is CC BY-NC-SA 4.0 and is not bundled. |