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
An Implementation of the seglink alogrithm in paper Detecting Oriented Text in Natural Images by Linking Segments

Tips: A more recent scene text detection algorithm: PixelLink, has been implemented here: https://github.com/ZJULearning/pixel_link Contents: Introduc

dengdan 484 Dec 07, 2022
Code for the paper: Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution

Fusformer Code for the paper: "Fusformer: A Transformer-based Fusion Approach for Hyperspectral Image Super-resolution" Plateform Python 3.8.5 + Pytor

Jin-Fan Hu (胡锦帆) 11 Dec 12, 2022
Code release for Hu et al., Learning to Segment Every Thing. in CVPR, 2018.

Learning to Segment Every Thing This repository contains the code for the following paper: R. Hu, P. Dollár, K. He, T. Darrell, R. Girshick, Learning

Ronghang Hu 417 Oct 03, 2022
✌️Using this you can control your PC/Laptop volume by Hand Gestures created with Python.

Hand Gesture Volume Controller ✋ Hand recognition 👆 Finger recognition 🔊 you can decrease and increase volume Demo Code Firstly I have created a Mod

Abbas Ataei 19 Nov 17, 2022
An unofficial implementation of the paper "AutoVC: Zero-Shot Voice Style Transfer with Only Autoencoder Loss".

AutoVC: Zero-Shot Voice Style Transfer with Only Autoencoder Loss This is an unofficial implementation of AutoVC based on the official one. The reposi

Chien-yu Huang 27 Jun 16, 2022
Tracking the latest progress in Scene Text Detection and Recognition: Must-read papers well organized

SceneTextPapers Tracking the latest progress in Scene Text Detection and Recognition: must-read papers well organized Information about this repositor

Shangbang Long 763 Jan 01, 2023
This tool will help you convert your text to handwriting xD

So your teacher asked you to upload written assignments? Hate writing assigments? This tool will help you convert your text to handwriting xD

Saurabh Daware 4.2k Jan 07, 2023
Document Layout Analysis

Eynollah Document Layout Analysis Introduction This tool performs document layout analysis (segmentation) from image data and returns the results as P

QURATOR-SPK 198 Dec 29, 2022
Detecting Text in Natural Image with Connectionist Text Proposal Network (ECCV'16)

Detecting Text in Natural Image with Connectionist Text Proposal Network The codes are used for implementing CTPN for scene text detection, described

Tian Zhi 1.3k Dec 22, 2022
⛓ marc is a small, but flexible Markov chain generator

About marc (markov chain) is a small, but flexible Markov chain generator. Usage marc is easy to use. To build a MarkovChain pass the object a sequenc

Max Humber 65 Oct 27, 2022
Generic framework for historical document processing

dhSegment dhSegment is a tool for Historical Document Processing. Its generic approach allows to segment regions and extract content from different ty

Digital Humanities Laboratory 343 Dec 24, 2022
Code for the ACL2021 paper "Combining Static Word Embedding and Contextual Representations for Bilingual Lexicon Induction"

CSCBLI Code for our ACL Findings 2021 paper, "Combining Static Word Embedding and Contextual Representations for Bilingual Lexicon Induction". Require

Jinpeng Zhang 12 Oct 08, 2022
Python package for handwriting and sketching in Jupyter cells

ipysketch A Python package for handwriting and sketching in Jupyter notebooks. Usage A movie is worth a thousand pictures is worth a million words...

Matthias Baer 16 Jan 05, 2023
An Implementation of the alogrithm in paper IncepText: A New Inception-Text Module with Deformable PSROI Pooling for Multi-Oriented Scene Text Detection

InceptText-Tensorflow An Implementation of the alogrithm in paper IncepText: A New Inception-Text Module with Deformable PSROI Pooling for Multi-Orien

GeorgeJoe 115 Dec 12, 2022
Source code of our TPAMI'21 paper Dual Encoding for Video Retrieval by Text and CVPR'19 paper Dual Encoding for Zero-Example Video Retrieval.

Dual Encoding for Video Retrieval by Text Source code of our TPAMI'21 paper Dual Encoding for Video Retrieval by Text and CVPR'19 paper Dual Encoding

81 Dec 01, 2022
The virtual calculator will be above the live streaming from your camera

The virtual calculator is above the live streaming from my camera usb , the program first detect my hand and in each frame calculate the distance between two finger ,if the distance is lower than the

gasbaoui mohammed al amine 5 Jul 01, 2022
Qrcode Attendence System with Opencv and Pyzbar

Setup process Creates a virtual environment (Scripts that ensure executed Python code uses the Python interpreter and site packages installed inside t

Ganesh 5 Aug 01, 2022
Face Anonymizer - FaceAnonApp v1.0

Face Anonymizer - FaceAnonApp v1.0 Blur faces from image and video files in /data/files folder. Contents Repo of the source files for the FaceAnonApp.

6 Apr 18, 2022
Play the Namibian game of Owela against a terrible AI. Built using Django and htmx.

Owela Club A Django project for playing the Namibian game of Owela against a dumb AI. Built following the rules described on the Mancala World wiki pa

Adam Johnson 18 Jun 01, 2022
A curated list of papers, code and resources pertaining to image composition

A curated list of resources including papers, datasets, and relevant links pertaining to image composition.

BCMI 391 Dec 30, 2022