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About

We build models in Türkiye. Our first product Demir-1 recognizes 63 rocks and minerals from a single photo. 125 MB, 288×288 input, EfficientNet-B3.

Where the name comes from

Our first job was rock recognition, so we're named after ore: cevher. Demir-1 takes its name from here. Later models will follow the metal sequence: copper, silver, gold.

What's next

  • Pushing past 63 classes
  • Adding English to outputs
  • Adding field notes, location and hardness fields
  • Models beyond rocks

How the test set was built

Training and test never mixed; we split images by MD5. The test set holds hand-held stones shot at different angles and light. That's why 81.15% reads close to the field. Validation is 83.12%.

See the test results