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 searching—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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                      Python doticonstar image 1 doticonVersion:0.0.2doticon
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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

                                          Python doticonstar image 1743 doticonVersion:v0.18.90doticon
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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

                                                              Python doticonstar image 200 doticonVersion:Currentdoticon
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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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                                                                                                                                                                                                          📷 A simple image to text OCR scanner for macOS

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                                                                                                                                                                                                                    📷 A simple image to text OCR scanner for macOS
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                                                                                                                                                                                                                                        Implementation of different kinds of Unet Models for Image Segmentation - Unet , RCNN-Unet, Attention Unet, RCNN-Attention Unet, Nested Unet
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                                                                                                                                                                                                                                                                                                    Perform image segmentation and background removal in javascript using superpixes
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                                                                                                                                                                                                                                                                                                                        A PyTorch implementation for V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation
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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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