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TrOCR test by using IAM dataset, CER(Character Error Rate)

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TrOCR

Introduction

This repository is created for test TrOCR-BASE model by using IAM dataset, CER(Character Error Rate).

Model #Param Test set Score
TrOCR-Base 334M IAM 3.42 (Cased CER)

Test Environment

OS : Ubuntu 20.04.3 LTS GPU : RTX2080 CPU : i7-8700K RAM : 16GB

Used Model and test dataset

Model Download
TrOCR-Base-IAM trocr-base-handwritten.pt
Test set Download
IAM IAM.tar.gz

Citation

@misc{li2021trocr,
      title={TrOCR: Transformer-based Optical Character Recognition with Pre-trained Models}, 
      author={Minghao Li and Tengchao Lv and Lei Cui and Yijuan Lu and Dinei Florencio and Cha Zhang and Zhoujun Li and Furu Wei},
      year={2021},
      eprint={2109.10282},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

License

This project is licensed under the license found in the LICENSE file in the root directory of this source tree. Portions of the source code are based on the fairseq project. Microsoft Open Source Code of Conduct

Contact Information

For help or issues using TrOCR, please submit a GitHub issue.

For other communications related to TrOCR, please contact Lei Cui ([email protected]), Furu Wei ([email protected]).

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TrOCR test by using IAM dataset, CER(Character Error Rate)

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