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+ ---
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+ tags:
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+ - anomaly-detection
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+ - 3d-printing
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+ - patchcore
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+ - onnx
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+ ---
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+ # 3D Print Failure Detector — PatchCore
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+
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+ Anomaly detection model for detecting 3D print failures (spaghetti, detachment, etc.).
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+ Trained **only on normal prints** using PatchCore with `resnet18` backbone.
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+
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+ ## Metrics
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+ ```
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+ {
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+ "image_AUROC": 0.8632,
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+ "image_F1Score": 0.9248
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+ }
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+ ```
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+
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+ ## Threshold
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+ Auto-computed threshold: `17.3327`
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+ Frames with anomaly score > threshold are classified as **failure**.
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+
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+ ## Dataset
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+ - Train: 1491 normal frames from YouTube printer timelapse videos
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+ - Test: 373 normal + 850 failure frames
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+
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+ ## Inference
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+ ONNX model: `weights/onnx/model.onnx`
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+ Threshold config: `weights/onnx/config.json`