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    }
  },
  "notes": [
    "Frozen pretrained CNN, not fine-tuned on defects.",
    "Thresholds use held-out normal training images only.",
    "The primary method and settings were fixed before reading test results.",
    "Pixel AUROC is evaluated on masks resized to 40x40; it is not an official full-resolution benchmark metric.",
    "Latency is a local CPU measurement, including file decode, excluding server startup and network.",
    "A single category benchmark does not establish performance on camera uploads."
  ],
  "environment": {
    "python": "3.12.10",
    "platform": "Windows-11-10.0.26200-SP0",
    "processor": "Intel64 Family 6 Model 158 Stepping 10, GenuineIntel",
    "packages": {
      "torch": "2.14.1+cpu",
      "torchvision": "0.29.1+cpu",
      "onnx": "1.23.1",
      "onnxruntime": "1.30.0",
      "numpy": "2.5.2",
      "pillow": "12.3.0",
      "scikit-learn": "1.9.1"
    }
  }
}