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E3TAM

Sealed and open bearing variant classification

Solution concept

Open, metal-shielded and elastomer-sealed bearings may share an outer diameter. Diameter measurement does not distinguish closure type; wrong assembly variants need separate handling.

Artificial intelligenceresearch-backed conceptraw image / analysis separationclass confidence gate
Information delivered

Release the bearing when its closure class matches the assembly recipe. Hold a wrong or unknown type separately with evidence; do not infer internal bearing health.

Sealed and open bearing variant classificationILLUSTRATIVE SIMULATION
Sealed and open bearing variant classification
  1. 01 Recipe
  2. 02 Raw image
  3. 03 Class scores
  4. 04 Confidence gate
  5. 05 Route
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Load the class expected by the order.

Top class score
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Top-two class gap
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Hold for review
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Scenes are illustrative simulations; they are not customer references or performance guarantees.

Solution approach

The controlled image ROI is classified; the raw image and C1/C2/C3 scores appear separately. The order class and confidence threshold are evaluated together. The table presents the bearing face and compares its closure appearance through three class scores. A mixed or occluded face becomes UNKNOWN.

Process steps

  1. 01

    Recipe

    Load the class expected by the order.

  2. 02

    Raw image

    Trigger the specimen under fixed lighting and link the image to its ROI.

  3. 03

    Class scores

    Reveal the three illustrative class scores as comparative bars.

  4. 04

    Confidence gate

    A low score becomes UNKNOWN; a confident wrong class is also not accepted.

  5. 05

    Route

    Release the accepted example and transfer the others to the review nest.

Vision system design

Let us assess your application together

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

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Esentepe / İstanbul · İkitelli OSB Laboratory
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