Building Optical Character Recognition using reusable libraries

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by sarvan dot icon Updated: Sep 1, 2021

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Optical character recognition (OCR) is a technology solution discovered to automate data extraction. The data is extracted from printed or written text from a scanned document or image file. Once after extraction, convert the text into a machine-readable format for data processing like editing or searchingโ€”the more accurate your OCR system in processing and identifying the characters in an image, the better. The processing steps for an OCR are: 1. Image Extraction 2. Image Preprocessing 3. Segmentation 4. Training a Neural Network 5. Post-Processing You can customize and create an OCR system using reusable libraries.

Image Preprocessing

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An Python application used to pre-process images of individual handwritten characters to increase OCR/ICR accuracy

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            icr-character-image-preprocessorby this-is-ari

            Python doticon star image 36 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

            An Python application used to pre-process images of individual handwritten characters to increase OCR/ICR accuracy
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                      Tiny wrapper around pytesseract with image preprocessing and OCR configurations

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                                ocr-tesseract-wrapperby pjalusic

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                                Tiny wrapper around pytesseract with image preprocessing and OCR configurations
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                                          torchioby fepegar

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                                          Medical imaging toolkit for deep learning

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                                                    torchioby fepegar

                                                    Python doticon star image 1743 doticonVersion:v0.18.90doticon License: Permissive (Apache-2.0)

                                                    Medical imaging toolkit for deep learning
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                                                              display_ocrby arturaugusto

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                                                              Real-time image preprocess and OCR.

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                                                                        display_ocrby arturaugusto

                                                                        Python doticon star image 200 doticonVersion:Currentdoticon License: Strong Copyleft (GPL-2.0)

                                                                        Real-time image preprocess and OCR.
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                                                                                  Image Extraction

                                                                                  ocr-text-extractionby jasonlfunk

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                                                                                  A simple program to extract the text from an image before performing OCR

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                                                                                            ocr-text-extractionby jasonlfunk

                                                                                            Python doticon star image 200 doticonVersion:Currentdoticon License: Permissive (MIT)

                                                                                            A simple program to extract the text from an image before performing OCR
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                                                                                                      ocrby victorqribeiro

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                                                                                                      Simple app to extract text from pictures using Tesseract

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                                                                                                                ocrby victorqribeiro

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                                                                                                                Simple app to extract text from pictures using Tesseract
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                                                                                                                          Apache Tika bindings for PHP: extract text and metadata from documents, images and other formats

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                                                                                                                                    Apache Tika bindings for PHP: extract text and metadata from documents, images and other formats
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                                                                                                                                              img2txtby mathigatti

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                                                                                                                                              Easy formatted text extraction from images using Google Vision API

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                                                                                                                                                        img2txtby mathigatti

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                                                                                                                                                        Easy formatted text extraction from images using Google Vision API
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                                                                                                                                                                  textractby dbashford

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                                                                                                                                                                  node.js module for extracting text from html, pdf, doc, docx, xls, xlsx, csv, pptx, png, jpg, gif, rtf and more!

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                                                                                                                                                                            textractby dbashford

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                                                                                                                                                                            node.js module for extracting text from html, pdf, doc, docx, xls, xlsx, csv, pptx, png, jpg, gif, rtf and more!
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                                                                                                                                                                                      pdf-text-extractby nisaacson

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                                                                                                                                                                                      Extract text from pdfs that contain searchable pdf text

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                                                                                                                                                                                                Extract text from pdfs that contain searchable pdf text
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                                                                                                                                                                                                          ๐Ÿ“ท A simple image to text OCR scanner for macOS

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                                                                                                                                                                                                                    ๐Ÿ“ท A simple image to text OCR scanner for macOS
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                                                                                                                                                                                                                                                                                                    Perform image segmentation and background removal in javascript using superpixes
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                                                                                                                                                                                                                                                                                                                                                      Post-Processing

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                                                                                                                                                                                                                                                                                                                                                      A tool for extracting text from scanned documents (via OCR), with user-defined post-processing.

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                                                                                                                                                                                                                                                                                                                                                                A tool for extracting text from scanned documents (via OCR), with user-defined post-processing.
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                                                                                                                                                                                                                                                                                                                                                                          ocromoreby UB-Mannheim

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                                                                                                                                                                                                                                                                                                                                                                          Process, enhance and evaluate multiple OCR output.

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                                                                                                                                                                                                                                                                                                                                                                                    Process, enhance and evaluate multiple OCR output.
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                                                                                                                                                                                                                                                                                                                                                                                              Post-processing tool for scanned pages

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                                                                                                                                                                                                                                                                                                                                                                                                                  Given a text, wrap it into phrases and send them to google's search engine. If it yields a "did you mean:", substitute the original phrase for the suggestion. The software was originally developed for correcting OCR output.

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                                                                                                                                                                                                                                                                                                                                                                                                                            Given a text, wrap it into phrases and send them to google's search engine. If it yields a "did you mean:", substitute the original phrase for the suggestion. The software was originally developed for correcting OCR output.
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                                                                                                                                                                                                                                                                                                                                                                                                                                      Training a Neural Network

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            textgenrnnby minimaxir

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Python doticon star image 4902 doticonVersion:v2.0.0doticon License: Others (Non-SPDX)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Easily train your own text-generating neural network of any size and complexity on any text dataset with a few lines of code.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      igniteby pytorch

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      Python doticonstar image 4277 doticonVersion:v0.4.12doticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                igniteby pytorch

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Python doticon star image 4277 doticonVersion:v0.4.12doticon License: Permissive (BSD-3-Clause)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                High-level library to help with training and evaluating neural networks in PyTorch flexibly and transparently.
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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          rnn_ctcby rakeshvar

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Python doticonstar image 220 doticonVersion:Currentdoticon
                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          Recurrent Neural Network and Long Short Term Memory (LSTM) with Connectionist Temporal Classification implemented in Theano. Includes a Toy training example.

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                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    rnn_ctcby rakeshvar

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Python doticon star image 220 doticonVersion:Currentdoticon License: Permissive (Apache-2.0)

                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Recurrent Neural Network and Long Short Term Memory (LSTM) with Connectionist Temporal Classification implemented in Theano. Includes a Toy training example.
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