CoolFace
Modelpublic

felipebandeira/donutlicenses3v3

sourceHugging Facemitupdated 3y agoView on Hugging Face
5likes9downloads
Model Card

This model extracts information from EU driver's licenses and returns it as JSON. For optimal performance, we recommend that input images:

  • have a size of 1192x772
  • have high resolution and do not contain light reflection effects

Accuracy

  • on validation set: 98%
  • on set of real licenses: 63.93%

Article describing model: https://medium.com/@ofelipebandeira/transformers-vs-ocr-who-can-read-better-192e6b044dd3

Article describing synthetic dataset used in training: https://python.plainenglish.io/how-to-create-synthetic-datasets-of-document-images-5f140dee5e40