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onetimeocr's Introduction

Mareh OCR - "An One Time OCR"

This project's objective is to allow ocr of any language and font (handwriting also). The basic idea is instead of relaying on a general algorithm trained on huge datasets, in this project the training (or transfer learning) will be done on the current dataset (i.e. first pages of a book)

Current state

  • a basic tool for marking classifying and viewing the data is ready.
  • a basic NN model for detecting letters added (based on EAST word detection network)
  • a basic NN model for identifying letters added (simplest vanilla cnn used)
  • for gui tkinter was used, for NN pytorch was used

Todo's by categories (some are optional)

App

  • improve mvc
  • add support for moving letters
  • support marking just part of page
  • add visualization for training and inference process
  • add duplication detection

DeepLearning

General

  • investigate strange loss graphs
  • chose wisely networks
  • add gt page visualization (boxes as image)

Detector net

  • ignore misses and false of lettres detection in boundary

Identifier net

  • split letters by logic in train
  • add automatic letters clustering
  • add support for punctuation (also nikud like in hebrew)

Post processing

  • add lettres on page into words and lines tool
  • detect spaces

onetimeocr's People

Contributors

eliyash avatar eliyashbv avatar

Watchers

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