An OCR evaluation tool

Overview

dinglehopper

dinglehopper is an OCR evaluation tool and reads ALTO, PAGE and text files. It compares a ground truth (GT) document page with a OCR result page to compute metrics and a word/character differences report.

Build Status

Goals

  • Useful
    • As a UI tool
    • For an automated evaluation
    • As a library
  • Unicode support

Installation

It's best to use pip, e.g.:

sudo pip install .

Usage

Usage: dinglehopper [OPTIONS] GT OCR [REPORT_PREFIX]

  Compare the PAGE/ALTO/text document GT against the document OCR.

  dinglehopper detects if GT/OCR are ALTO or PAGE XML documents to extract
  their text and falls back to plain text if no ALTO or PAGE is detected.

  The files GT and OCR are usually a ground truth document and the result of
  an OCR software, but you may use dinglehopper to compare two OCR results.
  In that case, use --no-metrics to disable the then meaningless metrics and
  also change the color scheme from green/red to blue.

  The comparison report will be written to $REPORT_PREFIX.{html,json}, where
  $REPORT_PREFIX defaults to "report". The reports include the character
  error rate (CER) and the word error rate (WER).

  By default, the text of PAGE files is extracted on 'region' level. You may
  use "--textequiv-level line" to extract from the level of TextLine tags.

Options:
  --metrics / --no-metrics  Enable/disable metrics and green/red
  --textequiv-level LEVEL   PAGE TextEquiv level to extract text from
  --progress                Show progress bar
  --help                    Show this message and exit.

For example:

dinglehopper some-document.gt.page.xml some-document.ocr.alto.xml

This generates report.html and report.json.

dinglehopper displaying metrics and character differences

dinglehopper-extract

The tool dinglehopper-extract extracts the text of the given input file on stdout, for example:

dinglehopper-extract --textequiv-level line OCR-D-GT-PAGE/00000024.page.xml

OCR-D

As a OCR-D processor:

ocrd-dinglehopper -I OCR-D-GT-PAGE,OCR-D-OCR-TESS -O OCR-D-OCR-TESS-EVAL

This generates HTML and JSON reports in the OCR-D-OCR-TESS-EVAL filegroup.

The OCR-D processor has these parameters:

Parameter Meaning
-P metrics false Disable metrics and the green-red color scheme (default: enabled)
-P textequiv_level line (PAGE) Extract text from TextLine level (default: TextRegion level)

For example:

ocrd-dinglehopper -I ABBYY-FULLTEXT,OCR-D-OCR-CALAMARI -O OCR-D-OCR-COMPARE-ABBYY-CALAMARI -P metrics false

Developer information

Please refer to README-DEV.md.

Owner
QURATOR-SPK
Curation Technologies
QURATOR-SPK
list all open dataset about ocr.

ocr-open-dataset list all open dataset about ocr. printed dataset year Born-Digital Images (Web and Email) 2011-2015 COCO-Text 2017 Text Extraction fr

hongbomin 95 Nov 24, 2022
Python Computer Vision application that allows users to draw/erase on the screen using their webcam.

CV-Virtual-WhiteBoard The Virtual WhiteBoard is a project I made using the OpenCV and Mediapipe Python libraries. Using your index and middle finger y

Stephen Wang 1 Jan 07, 2022
The official code for the ICCV-2021 paper "Speech Drives Templates: Co-Speech Gesture Synthesis with Learned Templates".

SpeechDrivesTemplates The official repo for the ICCV-2021 paper "Speech Drives Templates: Co-Speech Gesture Synthesis with Learned Templates". [arxiv

Qian Shenhan 53 Dec 23, 2022
The papers published in top-tier AI conferences in recent years.

AI-conference-papers The papers published in top-tier AI conferences in recent years. Paper table AAAI ICLR CVPR ICML ICCV ECCV NIPS 2019 ✔️ ✔️ ✔️ ✔️

Jinbae Park 6 Dec 09, 2022
A Tensorflow model for text recognition (CNN + seq2seq with visual attention) available as a Python package and compatible with Google Cloud ML Engine.

Attention-based OCR Visual attention-based OCR model for image recognition with additional tools for creating TFRecords datasets and exporting the tra

Ed Medvedev 933 Dec 29, 2022
Text page dewarping using a "cubic sheet" model

page_dewarp Page dewarping and thresholding using a "cubic sheet" model - see full writeup at https://mzucker.github.io/2016/08/15/page-dewarping.html

Matt Zucker 1.2k Dec 29, 2022
Balabobapy - Using artificial intelligence algorithms to continue the text

Balabobapy - Using artificial intelligence algorithms to continue the text

qxtony 1 Feb 04, 2022
A selectional auto-encoder approach for document image binarization

The code of this repository was used for the following publication. If you find this code useful please cite our paper: @article{Gallego2019, title =

Javier Gallego 89 Nov 18, 2022
scantailor - Scan Tailor is an interactive post-processing tool for scanned pages.

Scan Tailor - scantailor.org This project is no longer maintained, and has not been maintained for a while. About Scan Tailor is an interactive post-p

1.5k Dec 28, 2022
A Python wrapper for the tesseract-ocr API

tesserocr A simple, Pillow-friendly, wrapper around the tesseract-ocr API for Optical Character Recognition (OCR). tesserocr integrates directly with

Fayez 1.7k Dec 31, 2022
👄 The most accurate natural language detection library for Java and the JVM, suitable for long and short text alike

Quick Info this library tries to solve language detection of very short words and phrases, even shorter than tweets makes use of both statistical and

Peter M. Stahl 532 Dec 28, 2022
([email protected]) Boosting Co-teaching with Compression Regularization for Label Noise

Nested-Co-teaching ([email protected]) Pytorch implementation of paper "Boosting Co-tea

YINGYI CHEN 41 Jan 03, 2023
Augmenting Anchors by the Detector Itself

Augmenting Anchors by the Detector Itself Introduction It is difficult to determine the scale and aspect ratio of anchors for anchor-based object dete

4 Nov 06, 2022
A simple Security Camera created using Opencv in Python where images gets saved in realtime in your Dropbox account at every 5 seconds

Security Camera using Opencv & Dropbox This is a simple Security Camera created using Opencv in Python where images gets saved in realtime in your Dro

Arpit Rath 1 Jan 31, 2022
color detection using python

colordetection color detection using python In this color detection Python project, we are going to build an application through which you can automat

Ruchith Kumar 1 Nov 04, 2021
CUTIE (TensorFlow implementation of Convolutional Universal Text Information Extractor)

CUTIE TensorFlow implementation of the paper "CUTIE: Learning to Understand Documents with Convolutional Universal Text Information Extractor." Xiaohu

Zhao,Xiaohui 147 Dec 20, 2022
Amazing 3D explosion animation using Pygame module.

3D Explosion Animation 💣 💥 🔥 Amazing explosion animation with Pygame. 💣 Explosion physics An Explosion instance is made of a set of Particle objec

Dylan Tintenfich 12 Mar 11, 2022
A python screen recorder for low-end computers, provides high quality video output.

RecorderX - v1.0 A screen recorder made in Python with the help of OpenCv, it has ability to record your screen in high quality. No matter what your P

Priyanshu Jindal 4 Nov 10, 2021
A program that takes in the hand gesture displayed by the user and translates ASL.

Interactive-ASL-Recognition Using the framework mediapipe made by google, OpenCV library and through self teaching, I was able to create a program tha

Riddhi Bajaj 3 Nov 22, 2021
Textboxes : Image Text Detection Model : python package (tensorflow)

shinTB Abstract A python package for use Textboxes : Image Text Detection Model implemented by tensorflow, cv2 Textboxes Paper Review in Korean (My Bl

Jayne Shin (신재인) 91 Dec 15, 2022