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Description:
pix2text 1.1.1.2
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Pix2Text
Update 2024.06.18οΌV1.1.1 Released
Major changes:
Support the new mathematical formula detection models (MFD): breezedeus/pix2text-mfd (Mirror), which significantly improves the accuracy of formula detection.
See details: Pix2Text V1.1.1 Released, Bringing Better Mathematical Formula Detection Models | Breezedeus.com.
Update 2024.04.28: V1.1 Released
Major changes:
Added layout analysis and table recognition models, supporting the conversion of images with complex layouts into Markdown format. See examples: Pix2Text Online Documentation / Examples.
Added support for converting entire PDF files to Markdown format. See examples: Pix2Text Online Documentation / Examples.
Enhanced the interface with more features, including adjustments to existing interface parameters.
Launched the Pix2Text Online Documentation.
Update 2024.02.26: V1.0 Released
Main Changes:
The Mathematical Formula Recognition (MFR) model employs a new architecture and has been trained on a new dataset, achieving state-of-the-art (SOTA) accuracy. For detailed information, please see: Pix2Text V1.0 New Release: The Best Open-Source Formula Recognition Model | Breezedeus.com.
See more at: RELEASE.md .
Pix2Text (P2T) aims to be a free and open-source Python alternative to Mathpix, and it can already accomplish Mathpix's core functionality. Pix2Text (P2T) can recognize layouts, tables, images, text, mathematical formulas, and integrate all of these contents into Markdown format. P2T can also convert an entire PDF file (which can contain scanned images or any other format) into Markdown format.
Pix2Text (P2T) integrates the following models:
Layout Analysis Model: breezedeus/pix2text-layout (Mirror).
Table Recognition Model: breezedeus/pix2text-table-rec (Mirror).
Text Recognition Engine: Supports 80+ languages such as English, Simplified Chinese, Traditional Chinese, Vietnamese, etc. For English and Simplified Chinese recognition, it uses the open-source OCR tool CnOCR, while for other languages, it uses the open-source OCR tool EasyOCR.
Mathematical Formula Detection Model (MFD): breezedeus/pix2text-mfd (Mirror). Implemented based on CnSTD.
Mathematical Formula Recognition Model (MFR): breezedeus/pix2text-mfr (Mirror).
Several models are contributed by other open-source authors, and their contributions are highly appreciated.
For detailed explanations, please refer to the Pix2Text Online Documentation/Models.
As a Python3 toolkit, P2T may not be very user-friendly for those who are not familiar with Python. Therefore, we also provide a free-to-use P2T Online Web, where you can directly upload images and get P2T parsing results. The web version uses the latest models, resulting in better performance compared to the open-source models.
If you're interested, feel free to add the assistant as a friend by scanning the QR code and mentioning p2t. The assistant will regularly invite everyone to join the group where the latest developments related to P2T tools will be announced:
The author also maintains a Knowledge Planet P2T/CnOCR/CnSTD Private Group, where questions are answered promptly. You're welcome to join. The knowledge planet private group will also gradually release some private materials related to P2T/CnOCR/CnSTD, including some unreleased models, discounts on purchasing premium models, code snippets for different application scenarios, and answers to difficult problems encountered during use. The planet will also publish the latest research materials related to P2T/OCR/STD.
For more contact method, please refer to Contact.
List of Supported Languages
The text recognition engine of Pix2Text supports 80+ languages, including English, Simplified Chinese, Traditional Chinese, Vietnamese, etc. Among these, English and Simplified Chinese recognition utilize the open-source OCR tool CnOCR, while recognition for other languages employs the open-source OCR tool EasyOCR. Special thanks to the respective authors.
List of Supported Languages and Language Codes are shown below:
βββ Click to show details βββ
Language
Code Name
Abaza
abq
Adyghe
ady
Afrikaans
af
Angika
ang
Arabic
ar
Assamese
as
Avar
ava
Azerbaijani
az
Belarusian
be
Bulgarian
bg
Bihari
bh
Bhojpuri
bho
Bengali
bn
Bosnian
bs
Simplified Chinese
ch_sim
Traditional Chinese
ch_tra
Chechen
che
Czech
cs
Welsh
cy
Danish
da
Dargwa
dar
German
de
English
en
Spanish
es
Estonian
et
Persian (Farsi)
fa
French
fr
Irish
ga
Goan Konkani
gom
Hindi
hi
Croatian
hr
Hungarian
hu
Indonesian
id
Ingush
inh
Icelandic
is
Italian
it
Japanese
ja
Kabardian
kbd
Kannada
kn
Korean
ko
Kurdish
ku
Latin
la
Lak
lbe
Lezghian
lez
Lithuanian
lt
Latvian
lv
Magahi
mah
Maithili
mai
Maori
mi
Mongolian
mn
Marathi
mr
Malay
ms
Maltese
mt
Nepali
ne
Newari
new
Dutch
nl
Norwegian
no
Occitan
oc
Pali
pi
Polish
pl
Portuguese
pt
Romanian
ro
Russian
ru
Serbian (cyrillic)
rs_cyrillic
Serbian (latin)
rs_latin
Nagpuri
sck
Slovak
sk
Slovenian
sl
Albanian
sq
Swedish
sv
Swahili
sw
Tamil
ta
Tabassaran
tab
Telugu
te
Thai
th
Tajik
tjk
Tagalog
tl
Turkish
tr
Uyghur
ug
Ukranian
uk
Urdu
ur
Uzbek
uz
Vietnamese
vi
Ref: Supported Languages .
Online Service
Everyone can use the P2T Online Service for free, with a daily limit of 10,000 characters per account, which should be sufficient for normal use. Please refrain from bulk API calls, as machine resources are limited, and this could prevent others from accessing the service.
Due to hardware constraints, the Online Service currently only supports Simplified Chinese and English languages. To try the models in other languages, please use the following Online Demo.
Online Demo π€
You can also try the Online Demo to see the performance of P2T in various languages. However, the online demo operates on lower hardware specifications and may be slower. For Simplified Chinese or English images, it is recommended to use the P2T Online Service.
Examples
See: Pix2Text Online Documentation/Examples.
Usage
See: Pix2Text Online Documentation/Usage.
Models
See: Pix2Text Online Documentation/Models.
Install
Well, one line of command is enough if it goes well.
pip install pix2text
If you need to recognize languages other than English and Simplified Chinese, please use the following command to install additional packages:
pip install pix2text[multilingual]
If the installation is slow, you can specify an installation source, such as using the Aliyun source:
pip install pix2text -i https://mirrors.aliyun.com/pypi/simple
For more information, please refer to: Pix2Text Online Documentation/Install.
Command Line Tool
See: Pix2Text Online Documentation/Command Tool.
HTTP Service
See: Pix2Text Online Documentation/Command Tool/Start Service.
MacOS Desktop Application
Please refer to Pix2Text-Mac for installing the Pix2Text Desktop App for MacOS.
A cup of coffee for the author
It is not easy to maintain and evolve the project, so if it is helpful to you, please consider offering the author a cup of coffee π₯€.
Official code base: https://github.com/breezedeus/pix2text. Please cite it properly.
For more information on Pix2Text (P2T), visit: https://www.breezedeus.com/article/pix2text.
License
For personal and professional use. You cannot resell or redistribute these repositories in their original state.
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