DocRes

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DocRes is an open-source AI tool that unifies document image restoration tasks. It provides a generalist model for dewarping, deshadowing, deblurring, and binarization of document images.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Skill level

Technical

About

What is DocRes?

DocRes is an open-source AI tool designed to unify various document image restoration tasks into a single generalist model. It addresses common issues found in scanned or photographed documents, such as dewarping distorted pages, removing shadows, enhancing appearance, deblurring text, and binarizing images for better readability. The tool provides a comprehensive solution for improving the clarity and quality of document images, making them more suitable for further processing like OCR. DocRes is implemented in Python and available on GitHub, offering scripts for inference, evaluation, and training, along with pre-trained model weights for immediate use.

Best used for

Ideal for developers and researchers who need to automatically correct distortions, remove shadows, and enhance the clarity of document images. Especially valuable for preparing documents for optical character recognition (OCR) or digital archiving, ensuring high-quality input for further processing.

Common actions

restore document images

enhance document clarity

process document images

improve document readability

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Capabilities

Key features

Dewarp document images
Deshadow document images
Deblur document images
Binarize document images
Enhance document appearance
End-to-end restoration

Target Audience

developersresearchersarchivistsdata scientists

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What types of document image restoration tasks can DocRes perform?

DocRes is a generalist model capable of performing multiple document image restoration tasks, including dewarping, deshadowing, enhancing appearance, deblurring, and binarization. It can also perform these tasks in an end-to-end manner.

Is DocRes suitable for integration into other applications?

As an open-source project available on GitHub, DocRes provides its implementation details and model weights. This makes it suitable for developers and researchers to integrate its functionalities into their own applications or research pipelines for document image processing.

What are the system requirements for running DocRes?

DocRes is implemented in Python, and its dependencies are listed in the `requirements.txt` file. Users would typically need a Python environment and potentially GPU access for efficient training and inference, especially with larger datasets or models.

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Coding & Development › Open Source & Models

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