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TrOCR

Transformer based model for state‑of‑the‑art optical character recognition (OCR) on both printed and handwritten text.

End‑to‑end text recognition approach with pre‑trained image transformer and text transformer models for both image understanding and wordpiece‑level text generation.

Model RepositoryHugging FaceResearch Paper

Technical Details

Model checkpoint:trocr-small-stage1
Input resolution:320x320
Number of parameters (TrOCREncoder):23.0M
Model size (TrOCREncoder):87.8 MB
Number of parameters (TrOCRDecoder):38.3M
Model size (TrOCRDecoder):146 MB

Applicable Scenarios

  • Publishing
  • Healthcare
  • Document Management

Supported Form Factors

  • Phone
  • Tablet

Licenses

Source Model:MIT
Deployable Model:AI Model Hub License

Supported Devices

  • QCS8550 (Proxy)
  • SA8255 (Proxy)
  • SA8295P ADP
  • SA8650 (Proxy)
  • SA8775 (Proxy)
  • Samsung Galaxy S21
  • Samsung Galaxy S21 Ultra
  • Samsung Galaxy S21+
  • Samsung Galaxy S22 5G
  • Samsung Galaxy S22 Ultra 5G
  • Samsung Galaxy S22+ 5G
  • Samsung Galaxy S23
  • Samsung Galaxy S23 Ultra
  • Samsung Galaxy S23+
  • Samsung Galaxy S24
  • Samsung Galaxy S24 Ultra
  • Samsung Galaxy S24+
  • Samsung Galaxy Tab S8
  • Snapdragon 8 Elite QRD
  • Snapdragon X Elite CRD
  • Snapdragon X Plus 8-Core CRD
  • Xiaomi 12
  • Xiaomi 12 Pro

Supported Chipsets

  • Qualcomm® QCS8550 (Proxy)
  • Qualcomm® SA8255P (Proxy)
  • Qualcomm® SA8295P
  • Qualcomm® SA8650P (Proxy)
  • Qualcomm® SA8775P (Proxy)
  • Snapdragon® 8 Elite Mobile
  • Snapdragon® 8 Gen 1 Mobile
  • Snapdragon® 8 Gen 2 Mobile
  • Snapdragon® 8 Gen 3 Mobile
  • Snapdragon® 888 Mobile
  • Snapdragon® X Elite
  • Snapdragon® X Plus 8-Core

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