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
A buffered and threaded wrapper for the OpenCV VideoCapture object. Can speed up video decoding significantly. Supports

A buffered and threaded wrapper for the OpenCV VideoCapture object. Can speed up video decoding significantly. Supports "with"-syntax.

Patrice Matz 0 Oct 30, 2021
Some Boring Research About Products Recognition 、Duplicate Img Detection、Img Stitch、OCR

Products Recognition 介绍 商品识别,围绕在复杂的商场零售场景中,识别出货架图像中的商品信息。主要组成部分: 重复图像检测。【更新进度 4/10】 图像拼接。【更新进度 0/10】 目标检测。【更新进度 0/10】 商品识别。【更新进度 1/10】 OCR。【更新进度 1/10】

zhenjieWang 18 Jan 27, 2022
Use Convolutional Recurrent Neural Network to recognize the Handwritten line text image without pre segmentation into words or characters. Use CTC loss Function to train.

Handwritten Line Text Recognition using Deep Learning with Tensorflow Description Use Convolutional Recurrent Neural Network to recognize the Handwrit

sushant097 224 Jan 07, 2023
ScanTailor Advanced is the version that merges the features of the ScanTailor Featured and ScanTailor Enhanced versions, brings new ones and fixes.

ScanTailor Advanced The ScanTailor version that merges the features of the ScanTailor Featured and ScanTailor Enhanced versions, brings new ones and f

952 Dec 31, 2022
This project modify tensorflow object detection api code to predict oriented bounding boxes. It can be used for scene text detection.

This is an oriented object detector based on tensorflow object detection API. Most of the code is not changed except for those related to the need of

Dafang He 30 Oct 22, 2022
ARU-Net - Deep Learning Chinese Word Segment

ARU-Net: A Neural Pixel Labeler for Layout Analysis of Historical Documents Contents Introduction Installation Demo Training Introduction This is the

128 Sep 12, 2022
Rotational region detection based on Faster-RCNN.

R2CNN_Faster_RCNN_Tensorflow Abstract This is a tensorflow re-implementation of R2CNN: Rotational Region CNN for Orientation Robust Scene Text Detecti

UCAS-Det 581 Nov 22, 2022
Autonomous Driving project for Euro Truck Simulator 2

hope-autonomous-driving Autonomous Driving project for Euro Truck Simulator 2 Video: How is it working ? In this video, the program processes the imag

Umut Görkem Kocabaş 36 Nov 06, 2022
A facial recognition program that plays a alarm (mp3 file) when a person i seen in the room. A basic theif using Python and OpenCV

Home-Security-Demo A facial recognition program that plays a alarm (mp3 file) when a person is seen in the room. A basic theif using Python and OpenCV

SysKey 4 Nov 02, 2021
TensorFlow Implementation of FOTS, Fast Oriented Text Spotting with a Unified Network.

FOTS: Fast Oriented Text Spotting with a Unified Network I am still working on this repo. updates and detailed instructions are coming soon! Table of

Masao Taketani 52 Nov 11, 2022
一键翻译各类图片内文字

一键翻译各类图片内文字 针对群内、各个图站上大量不太可能会有人去翻译的图片设计,让我这种日语小白能够勉强看懂图片 主要支持日语,不过也能识别汉语和小写英文 支持简单的涂白和嵌字

574 Dec 28, 2022
Awesome anomaly detection in medical images

A curated list of awesome anomaly detection works in medical imaging, inspired by the other awesome-* initiatives.

Kang Zhou 57 Dec 19, 2022
Distilling Knowledge via Knowledge Review, CVPR 2021

ReviewKD Distilling Knowledge via Knowledge Review Pengguang Chen, Shu Liu, Hengshuang Zhao, Jiaya Jia This project provides an implementation for the

DV Lab 194 Dec 28, 2022
🖺 OCR using tensorflow with attention

tensorflow-ocr 🖺 OCR using tensorflow with attention, batteries included Installation git clone --recursive http://github.com/pannous/tensorflow-ocr

646 Nov 11, 2022
A document scanner application for laptops/desktops developed using python, Tkinter and OpenCV.

DcoumentScanner A document scanner application for laptops/desktops developed using python, Tkinter and OpenCV. Directly install the .exe file to inst

Harsh Vardhan Singh 1 Oct 29, 2021
GDB python tool to pretty print and debug c++ xtensor containers

gdb_xt2np GDB python tool to pretty print, examine, and debug c++ Xtensor containers. Xtensor is a c++ library for scientific computing using multidim

Christopher Burke 4 Oct 29, 2021
Um RPG de texto orientado a objetos.

RPG de texto Um RPG de texto orientado a objetos, sem história. Um RPG (Role-playing game) baseado em texto em que você pode viajar para alguns locais

Vinicius 3 Oct 05, 2022
Sign Language Recognition service utilizing a deep learning model with Long Short-Term Memory to perform sign language recognition.

Sign Language Recognition Service This is a Sign Language Recognition service utilizing a deep learning model with Long Short-Term Memory to perform s

Martin Lønne 1 Jan 08, 2022
Fully-automated scripts for collecting AI-related papers

AI-Paper-Collector Web demo: https://ai-paper-collector.vercel.app/ (recommended) Colab notebook: here Motivation Fully-automated scripts for collecti

772 Dec 30, 2022
question‘s area recognition using image processing and regular expression

======================================== Paper-Question-recognition ======================================== question‘s area recognition using image p

Yuta Mizuki 7 Dec 27, 2021