MMOCR is an open-source toolbox based on PyTorch and mmdetection for text detection, text recognition, and the corresponding downstream tasks including key information extraction. It is part of the OpenMMLab project. The toolbox supports not only text detection and text recognition, but also their downstream tasks such as key information extraction. The toolbox supports a wide variety of state-of-the-art models for text detection, text recognition and key information extraction. The modular design of MMOCR enables users to define their own optimizers, data preprocessors, and model components such as backbones, necks and heads as well as losses. Please refer to Getting Started for how to construct a customized model. The toolbox provides a comprehensive set of utilities which can help users assess the performance of models. It includes visualizers which allow visualization of images, ground truths as well as predicted bounding boxes, and a validation tool for evaluating checkpoints.

Features

  • Multiple Models
  • Comprehensive Pipeline
  • Modular Design
  • Numerous Utilities
  • MMOCR is an open-source toolbox
  • The main branch works with PyTorch 1.6+

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Categories

Machine Learning

License

Apache License V2.0

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Additional Project Details

Programming Language

Python

Related Categories

Python Machine Learning Software

Registered

2022-08-05