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awesome-ocr

by kba

awesome listpushed over 2 years ago

Links to awesome OCR projects

AI summary

OCR toolkit

A curated list of OCR engines, tools, and formats for extracting text from images and documents.

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What's in the list

202 links in 25 sections, with live GitHub stats.activeno commit in 2y

Software / OCR engines

  • tesseract

    The definitive Open Source OCR engine

  • EasyOCR

    OCR engine built on PyTorch by JaidedAI,

  • ocropus

    OCR engine based on LSTM,

  • ocropus 0.4

    Older v0.4 state of Ocropus, with tesseract 2.04 and iulib, C++

  • kraken

    Ocropus fork with sane defaults

  • gocr

    OCR engine under the GNU Public License led by Joerg Schulenburg

  • Ocrad

    The GNU OCR

  • ocular

    Machine-learning OCR for historic documents

  • SwiftOCR

    fast and simple OCR library written in Swift

  • attention-ocr

    OCR engine using visual attention mechanisms

  • RWTH-OCR

    The RWTH Aachen University Optical Character Recognition System

  • simple-ocr-opencv

    and its - A simple pythonic OCR engine using opencv and numpy

  • Calamari

    OCR Engine based on OCRopy and Kraken

  • doctr

    A seamless & high-performing OCR library powered by Deep Learning

Software / Older and possibly abandoned OCR engines

  • Clara OCR

    Open source OCR in C

  • Cuneiform

    CuneiForm OCR was developed by Cognitive Technologies

  • Eye

    an experimental Java OCR (image-to-text) application

  • kognition

    An omnifont OCR software for KDE

  • OCRchie

    Modular Optical Character Recognition Software

  • ocre

    o.c.r. easy

  • xplab

    A GTK 2 tool for pattern matching

  • hebOCR

    Hebrew character recognition library (previously named hocr, see )

Software / OCR file formats

Software / OCR CLI

  • OCRmyPDF

    OCRmyPDF adds an OCR text layer to scanned PDF files, allowing them to be searched

  • Pdf2PdfOCR

    A tool to OCR a PDF (or supported images) and add a text "layer" (a "pdf sandwich") in the original file making it a searchable PDF. GUI included. Tesseract and cuneiform supported

  • Ocrocis

    Project manager interface for Ocropy, see also

  • tesseract-recognize

    Tesseract-based tool that outputs result in Page XML format ( )

Software / OCR GUI

  • moz-hocr-editor

    Firefox Addon for editing hOCR files

  • qt-box-editor

    QT4 editor of tesseract-ocr box files

  • ocr-gt-tools

    Client-Server application for editing OCR ground truth

  • Paperwork

    Using scanners and OCR to grep paper documents the easy way

  • Paperless

    Scan, index, and archive all of your paper documents

  • gImageReader

    gImageReader is a simple Gtk/Qt front-end to tesseract-ocr

  • VietOCR

    A Java/.NET GUI frontend for Tesseract OCR engine, including a graphical Tesseract editor

  • PoCoTo

    Fast interactive batch corrections of complete OCR error series in OCR'ed historical documents

  • OCRFeeder

    GTK graphical user interface that allows the users to correct characters or bounding boxes, ODT export and more

  • PRImA PAGE Viewer

    Java based viewer for PAGE XML files (layout + text content). Also supports ALTO XML, FineReader XML, and HOCR

  • LAREX

    A semi-automatic open-source tool for Layout Analysis and Region EXtraction on early printed books

  • archiscribe

    Web application for transcribing OCR ground truth from Archive.org. Deployed instance available at , results are available in

  • nw-page-editor

    Simple app for visual editing of Page XML files. Provides desktop and versions

Software / OCR Preprocessing

  • NoiseRemove.java in MathOCR

    Java implementation of Adaptive degraded document image binarization by B. Gatos , I. Pratikakis, S.J. Perantonis

  • binarize.c in ZBar

    C implementations of two binarization algorithms, based on Sauvola

  • typeface-corpus

    A repository for typefaces to train Tesseract and OCRopus for natural history collections and digital humanities

  • binarizewolfjolion

    Comparison of binarization algorithms

  • crop_morphology.py in oldnyc

    Cropping a page to just the text block

  • Whiteboard Picture Cleaner

    Shell one-liner/script to clean up and beautify photos of whiteboards

  • textcleaner

    Fred's ImageMagick script - Processes a scanned document of text to clean the text background

  • localcontrast

    Fast O(1) local contrast optimization

Software / OCR as a Service

  • Open OCR

    Run Tesseract in Docker containers

  • tesseract-web-service

    An implementation of RESTful web service for tesseract-OCR using tornado

  • docker-ocropy

    A Docker container for running the

  • ABBYY Cloud OCR SDK Code samples

    Code samples for using the proprietary commercial ABBYY OCR API

  • nidaba

    An expandable and scalable OCR pipeline

  • gamera

    A meta-framework for building document processing applications, e.g. OCR

  • ocr-tools

    Project to provide CLI and web service interfaces to common OCR engines

  • ocrad-docker

    Run the OCR engine in a docker container

  • kraken-docker

    Run the OCR engine in a docker container

  • Konfuzio

    Free Online OCR up to 2.000 pages per month and OCR API by [@atraining], see (code is not open)

  • ocr.space

    Free Online OCR and OCR API by based on Tesseract (code is not open)

  • OCR4all

    Provides OCR services through web applications. Included Projects: , , and

Software / OCR evaluation

Software / OCR evaluation / ISRI OCR Evaluation Tools

Software / OCR evaluation

  • ocrevalUAtion

    Cross-format evaluation, CLI and GUI

  • ngram-ocr-eval

    Brute and simple OCR evaluation using ngrams

  • quack

    Quality-Assurance-tool for scans with corresponding ALTO-files

Software / OCR libraries by programming language

  • tesseract-ocr

    A Crystal wrapper for tesseract-ocr

  • tesseract_ocr

    Elixir library wrapping the tesseract executable

  • gosseract

    Golang OCR library, wrapping Tesseract-ocr

  • Tess4J

    Java Native Access bindings to Tesseract

  • tess-two

    Tools for compiling Tesseract on Android and Java API

  • tesseract for .net

    A .Net wrapper for tesseract-ocr

  • TTesseractOCR4

    Object Pascal binding for tesseract-ocr 4.x

  • Tesseract OCR for PHP

    Tesseract PHP bindings

  • pytesseract

    A Python wrapper for Google Tesseract

  • pyocr

    A Python wrapper for Tesseract and Cuneiform

  • ocrodjvu

    A library and standalone tool for doing OCR on DjVu documents, wrapping Cuneiform, gocr, ocrad, ocropus and tesseract

  • tesserocr

    A Python wrapper for the tesseract-ocr API

  • ocracy

    pure javascript lstm rnn implementation based on ocropus

  • gocr.js

    Javascript port (emscripten) of gocr

  • ocrad.js

    Javascript port (emscripten) of ocrad

  • tesseract.js

    Javascript port (emscripten) of Tesseract

  • node-tesseract-ocr

    A simple wrapper for the Tesseract OCR package

  • node-tesseract-native

    C++ module for node providing OCR with tesseract and leptonica

  • rtesseract

    Ruby library wrapping the tesseract and imagemagick executables

  • ruby-tesseract

    Native Tesseract bindings for Ruby MRI and JRuby

  • ocr_space

    API wrapper for free ocr service ocr.space. Includes CLI

  • tesseract.rs

    Rust bindings for tesseract OCR

  • leptess

    Productive and safe Rust bindings/wrappers for tesseract and leptonica

  • tesseract

    R bindings for tesseract OCR

  • Tesseract OCR iOS

    Swift and Objective-C wrapper for Tesseract OCR

  • SwiftOCR

    Fast and simple OCR library written in Swift. Optimized for recognizing short, one line long alphanumeric codes

Software / OCR training tools

  • glyph-miner

    A system for extracting glyphs from early typeset prints

  • ocrodeg

    Document image degradation for OCR data augmentation

Datasets / Ground Truth

  • archiscribe-corpus

    >4,200 lines transcribed from 19th Century German prints via

  • CIS OCR Test Set

    2 example documents each in German/Latin/Greek with ground truth for

  • Rescribe

    Transcriptions of Caroline Minuscule Manuscripts

  • CLTK

    Corpora from

  • DIVA-HisDB

    150 pages of three medieval manuscripts

  • EarlyPrintedBooks

    ~8,800 lines from several early printed books

  • EEBO-TCP

    25,363 EEBO documents transcribed by

  • ECCO-TCP

    2,188 ECCO documents transcribed by

  • eMOP-TCP

    2,188 ECCO-TCP documents, cleaned up by

  • Evans-TCP

    4,977 Evans documents transcribed by

  • FDHN

    Finnish Digitised Historical Newspapers, , (free) required,

  • FROC-MSS

    4 Old French Medieval Manuscripts

  • GERMANA

    764 Spanish manuscript pages, (free) required

  • GT4HistOCR

    Ground Truth for German Fraktur and Early Modern Latin

  • imagessan

    Sanskrit images & ground truth (Devanagari script)

  • IMPACT-BHL

    2,418 pages from the Biodiversity Heritage Library,

  • IMPACT-BL

    294 pages from the British Library, (free) required

  • IMPACT-BNE

    215 pages from the National Library of Spain, (free) required,

  • IMPACT-BNF

    151 pages from the National Library of France, (free) required

  • IMPACT-KB

    142 pages from the National Library of the Netherlands

  • IMPACT-NKC

    187 pages from the Czech National Library, (free) required

  • IMPACT-NLB

    19 pages from the National Library of Bulgaria, (free) required

  • IMPACT-NUK

    209 pages from the National Library of Slovenia, (free) required

  • IMPACT-PSNC

    478 pages from four Polish digital libraries,

  • LascivaRoma/lexical

    Transcription of 19th century lexical resources for Latin learning

  • MJSynth

    9m synthetic images covering 90k English words

  • OCR19thSAC

    19,000 pages Swiss Alpine Club yearbooks transcribed via

  • OCR-D

    180 pages of German historical prints from

  • OCR_GS_Data

    Double-checked Arabic Gold Standard from

  • old-books

    322 old books from

  • PRImA-ENP

    528 pages historic newspapers from , (free) required

  • RODRIGO

    853 Spanish manuscript pages, (free) required

  • Toebler-OCR

    (Kraken) Ground Truth transcription of few pages of the Tobler-Lommatzsch: Altfranzösisches Wörterbuch

Literature / Blog Posts and Tutorials

Literature / Blog Posts and Tutorials / Extracting Text from PDFs; Doing OCR; all within R

Literature / Blog Posts and Tutorials

Literature / Blog Posts and Tutorials / "Needlessly complex" blog

Literature / Blog Posts and Tutorials

Literature / OCR Showcases

  • abbyy-finereader-ocr-senate

    Using OCR to parse scanned Senate Financial Disclosure forms

  • cvOCR

    An OCR system for recognizing resume or cv text, implemented in Python and C and based on tesseract

  • MathOCR

    A printed scientific document recognition system,

Literature / Academic articles

Literature / Academic articles / Important New Developments in Arabographic Optical Character Recognition (OCR)

Literature / Academic articles

Literature / Academic articles / Telugu OCR Framework using Deep Learning

Literature / Academic articles

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