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32 changes: 22 additions & 10 deletions README.md
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**Optical Character Recognition made seamless & accessible to anyone, powered by PyTorch**

## Project responsibility

**docTR** was originally created by [Mindee](https://mindee.com). It is now actively developed and maintained by [t2k GmbH](https://www.text2knowledge.de/de).

[![Need help solving a complex use case?](https://github.com/mindee/doctr/raw/main/docs/images/doctr-need-help.png)](https://www.text2knowledge.de/de)

What you can expect from this repository:

- efficient ways to parse textual information (localize and identify each word) from your documents
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The KIE predictor results per page are in a dictionary format with each key representing a class name and it's value are the predictions for that class.

### docTR has received support from Mindee. It is now actively being developed by [t2k GmbH](https://www.text2knowledge.de/de)

[![Bad OCR test detection image asking the developer if they need help](https://github.com/mindee/doctr/raw/main/docs/images/doctr-need-help.png)](https://www.text2knowledge.de/de/portfolio/doctr-on-prem-ocr)


This project is supported by [t2k GmbH](https://www.text2knowledge.de/de),
<p align="center">
<img src="https://github.com/mindee/doctr/raw/main/docs/images/t2k_logo.png" width="40%">
</p>

## Installation

### Prerequisites
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}
```

## Custom Development and Support

[t2k GmbH](https://www.text2knowledge.de/de) offers professional services around docTR : whether you are building a product or contributing to the open-source project.

### For organizations

Interested in docTR and want to develop, implement, or ship your own solution? t2k can help with:

- **Custom OCR development** : individual detection, recognition, and pipeline work built on docTR
- **Project implementation** : turning your ideas into production-ready docTR integrations
- **Technical consulting** : architecture, deployment, and integration guidance
- **Ongoing development** : feature extensions and implementation support tailored to your use case
- **Workshops & advisory** : verbal consulting, hands-on sessions, and recommendations for working with docTR

Contact [info@text2knowledge.de](mailto:info@text2knowledge.de) or visit our [home page](https://www.text2knowledge.de) to discuss your project.

## Contributing

If you scrolled down to this section, you most likely appreciate open source. Do you feel like extending the range of our supported characters? Or perhaps submitting a paper implementation? Or contributing in any other way?
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