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E3TAM

Normal-only rail-weld novelty with operator review

Solution concept

A new rail-weld morphology can depart from normal examples without matching a known defect name. Visible novelty is not a structural safety result.

Artificial intelligenceresearch-backed conceptraw image / analysis separationnormal-only local score
Information delivered

Retain the new surface region and score evidence as a record for specialist review. Do not infer an anomaly type, internal defect or load capacity from the image.

Normal-only rail-weld novelty with operator reviewILLUSTRATIVE SIMULATION
Normal-only rail-weld novelty with operator review
  1. 01 Normal reference
  2. 02 New image
  3. 03 Local comparison
  4. 04 Score threshold
  5. 05 Send for review
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Select the illustrative reference gallery of normal examples only.

Local anomaly score
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Above-threshold area
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Illustrative score threshold
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Scenes are illustrative simulations; they are not customer references or performance guarantees.

Solution approach

Local features of normal examples are compared with the new ROI. Raw evidence, normal reference and a continuous anomaly map appear separately; the score threshold is not a defect class. Scan the rail surface and retain a separate normal weld-patch gallery. Show local departure from normal in the score map.

Process steps

  1. 01

    Normal reference

    Select the illustrative reference gallery of normal examples only.

  2. 02

    New image

    Image the new sample under the same lighting and registration conditions.

  3. 03

    Local comparison

    Show local feature deviation as a continuous heatmap.

  4. 04

    Score threshold

    Show the local score and above-threshold area as separate criteria.

  5. 05

    Send for review

    Hold an anomalous example for the operator without inventing a defect type.

Vision system design

Let us assess your application together

We test your sample in our laboratory and report on resolution, optics and lighting selection.

+90 212 275 2280 – 81
Esentepe / İstanbul · İkitelli OSB Laboratory
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