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Anomaly Detection

Environment: torch.dev.gpu Status: Planned -- dataset in lakehouse Dataset: landing/anomaly-detection/ (DAGM.zip, 2.7 GiB)

Overview​

Industrial and infrastructure anomaly detection using the DAGM dataset (textured surface defect detection benchmark).

Dataset​

DAGM 2007 -- synthetic defect detection dataset with 10 texture classes, each containing normal and defective samples with pixel-level annotations.

Platform services​

  • Data plane: DAGM dataset in landing/anomaly-detection/, model outputs in warehouse/
  • User plane: Training as Ray Jobs on torch.dev.gpu