The first open-source library that detects the font of a text in a image.

Overview

Typefont

Typefont is an experimental library that detects the font of a text in a image.

Usage

Import the main function and invoke it like in the following script.

import { Typefont } from "./src/index.js";

Typefont("image.png").then((result) => console.log(result));

or

import { Typefont } from "./src/index.js";

async function getFontFromImage (source) {
    const fonts = await Typefont(source);
    
    return fonts[0]; // Return the most similar font.
}

The first argument of the function can be the path or the base64 of the image. The function returns a Promise that when is resolved returns an array containing each font ordered in descending order (considering the similarity percentage).

Preview

Text on the cover of a book (the language is different because I live in Italy).

Text on the cover of another book.

Version 2

I'm working on a new version which gets the fonts directly from .ttf files and the Google Fonts database. The comparison is made using the Hausdorff Distance and the Shape Context. If you are interested in a collaboration contact me ([email protected]). It's difficult to progress since I work and I have many other projects.

Options

You can pass an object with options to the function as second argument.

Option Type Description Default
progress Function A function that is called every time the comparison with a font is completed. undefined
minSymbolConfidence Number The minimum confidence that a symbol must have to be accepted in the comparison queue (the confidence value is assigned by the OCR engine). 15
analyticComparisonThreshold Number The threshold of the analytic comparison. 0.5
analyticComparisonScaleToSameSize Boolean Scale the symbols to the same size before the analytic comparison? false
analyticComparisonSize Number Used as dimension when resizing the images to the same size during the analytic comparison. 128
perceptualComparisonSize Number Used as dimension when resizing the images to the same size during the perceptual comparison. 64
fontsDirectory String The URL of the directory containing the fonts. storage/fonts/
fontsData String The name of the file containing the JSON data of a font. data.json
fontsIndex String The URL of the fonts index JSON file. storage/index.json
fontRequestTimeout Number Font request timeout [ms]. 2000
textRecognitionTimeout Number Text recognition timeout [s]. 60
textRecognitionBinarization Boolean Binarize the image before the recognition? true

Example

Example with options.

Typefont("restaurant-logo.jpg", {
    minSymbolConfidence: 50,
    analyticComparisonScaleToSameSize: true,
    analyticComparisonSize: 256
}).then(res => console.log(res));

Todo

  • Store and load fonts directly from .ttf files.
  • Implement the Shape Context algorithm to improve comparison results.
  • Implement the Hausdorff distance algorithm to improve the comparison results.
  • Import the Google Fonts database.

How it works?

Short summary: the input image is passed to the optical character recognition after some filters based on its brightness. The symbols (letters) are extracted from the input image and compared with the symbols of the fonts in the database using a perceptual comparison and a pixel based comparison in order to obtain a percentage of similarity.

How to add a font

The fonts stored in this database are just a JSON structure with letters as keys and the base64 of the image of the letter of the font as value. If you want to add a new font you must follow this structure.

{
    "meta": {
        "name": "name",
        "author": "author",
        "uri": "uri",
        "license": "license",
        "key": "value",
        ...
    },
    "alpha": {
        "a": "base64",
        "b": "base64",
        "c": "base64",
        ...
    }
}

Then you have to include your font in the index of fonts by adding the font name to the array.

License

MIT License.

Credits

Author: Vasile Pește ([email protected]).

You might also like...
keras复现场景文本检测网络CPTN: 《Detecting Text in Natural Image with Connectionist Text Proposal Network》;欢迎试用,关注,并反馈问题...
keras复现场景文本检测网络CPTN: 《Detecting Text in Natural Image with Connectionist Text Proposal Network》;欢迎试用,关注,并反馈问题...

keras-ctpn [TOC] 说明 预测 训练 例子 4.1 ICDAR2015 4.1.1 带侧边细化 4.1.2 不带带侧边细化 4.1.3 做数据增广-水平翻转 4.2 ICDAR2017 4.3 其它数据集 toDoList 总结 说明 本工程是keras实现的CPTN: Detecti

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

 AdvancedEAST is an algorithm used for Scene image text detect, which is primarily based on EAST, and the significant improvement was also made, which make long text predictions more accurate.https://github.com/huoyijie/raspberrypi-car WACV 2022 Paper - Is An Image Worth Five Sentences? A New Look into Semantics for Image-Text Matching
WACV 2022 Paper - Is An Image Worth Five Sentences? A New Look into Semantics for Image-Text Matching

Is An Image Worth Five Sentences? A New Look into Semantics for Image-Text Matching Code based on our WACV 2022 Accepted Paper: https://arxiv.org/pdf/

This pyhton script converts a pdf to Image then using tesseract as OCR engine converts Image to Text

Script_Convertir_PDF_IMG_TXT Este script de pyhton convierte un pdf en Imagen luego utilizando tesseract como motor OCR convierte la Imagen a Texto. p

Fast image augmentation library and easy to use wrapper around other libraries. Documentation:  https://albumentations.ai/docs/ Paper about library: https://www.mdpi.com/2078-2489/11/2/125
Fast image augmentation library and easy to use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about library: https://www.mdpi.com/2078-2489/11/2/125

Albumentations Albumentations is a Python library for image augmentation. Image augmentation is used in deep learning and computer vision tasks to inc

The Open Source Framework for Machine Vision

SimpleCV Quick Links: About Installation [Docker] (#docker) Ubuntu Virtual Environment Arch Linux Fedora MacOS Windows Raspberry Pi SimpleCV Shell Vid

A semi-automatic open-source tool for Layout Analysis and Region EXtraction on early printed books.
A semi-automatic open-source tool for Layout Analysis and Region EXtraction on early printed books.

LAREX LAREX is a semi-automatic open-source tool for layout analysis on early printed books. It uses a rule based connected components approach which

Tesseract Open Source OCR Engine (main repository)

Tesseract OCR About This package contains an OCR engine - libtesseract and a command line program - tesseract. Tesseract 4 adds a new neural net (LSTM

Releases(v0.1-beta.0)
Owner
Vasile Pește
Specializing in all aspects of designing and implementing software systems.
Vasile Pește
原神风花节自动弹琴辅助

GenshinAutoPlayBalladsofBreeze 原神风花节自动弹琴辅助(已适配1920*1080分辨率) 本程序基于opencv图像识别技术,不存在任何封号。 因为正确率取决于你的cpu性能,10900k都不一定全对。 由于图像识别存在误差,根本无法确定出错时间。更不用说被检测到了。

晓轩 20 Oct 27, 2022
A dataset handling library for computer vision datasets in LOST-fromat

A dataset handling library for computer vision datasets in LOST-fromat

8 Dec 15, 2022
A webcam-based 3x3x3 rubik's cube solver written in Python 3 and OpenCV.

Qbr Qbr, pronounced as Cuber, is a webcam-based 3x3x3 rubik's cube solver written in Python 3 and OpenCV. 🌈 Accurate color detection 🔍 Accurate 3x3x

Kim 金可明 502 Dec 29, 2022
Library used to deskew a scanned document

Deskew //Note: Skew is measured in degrees. Deskewing is a process whereby skew is removed by rotating an image by the same amount as its skew but in

Stéphane Brunner 273 Jan 06, 2023
SCOUTER: Slot Attention-based Classifier for Explainable Image Recognition

SCOUTER: Slot Attention-based Classifier for Explainable Image Recognition PDF Abstract Explainable artificial intelligence has been gaining attention

87 Dec 26, 2022
Face Recognizer using Opencv Python

Face Recognizer using Opencv Python The first step create your own dataset with file open-cv-create_dataset second step You can put the photo accordin

Han Izza 2 Nov 16, 2021
Fast image augmentation library and easy to use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about library: https://www.mdpi.com/2078-2489/11/2/125

Albumentations Albumentations is a Python library for image augmentation. Image augmentation is used in deep learning and computer vision tasks to inc

11.4k Jan 02, 2023
This repository provides train&test code, dataset, det.&rec. annotation, evaluation script, annotation tool, and ranking.

SCUT-CTW1500 Datasets We have updated annotations for both train and test set. Train: 1000 images [images][annos] Additional point annotation for each

Yuliang Liu 600 Dec 18, 2022
A list of hyperspectral image super-solution resources collected by Junjun Jiang

A list of hyperspectral image super-resolution resources collected by Junjun Jiang. If you find that important resources are not included, please feel free to contact me.

Junjun Jiang 301 Jan 05, 2023
Code for the paper "DewarpNet: Single-Image Document Unwarping With Stacked 3D and 2D Regression Networks" (ICCV '19)

DewarpNet This repository contains the codes for DewarpNet training. Recent Updates [May, 2020] Added evaluation images and an important note about Ma

<a href=[email protected]"> 354 Jan 01, 2023
Generate a list of papers with publicly available source code in the daily arxiv

2021-06-08 paper code optimal network slicing for service-oriented networks with flexible routing and guaranteed e2e latency networkslicing multi-moda

79 Jan 03, 2023
Python rubik's cube solver

This program makes a 3D representation of a rubiks cube and solves it step by step.

Pablo QB 4 May 29, 2022
OpenMMLab Text Detection, Recognition and Understanding Toolbox

Introduction English | 简体中文 MMOCR is an open-source toolbox based on PyTorch and mmdetection for text detection, text recognition, and the correspondi

OpenMMLab 3k Jan 07, 2023
A set of workflows for corpus building through OCR, post-correction and normalisation

PICCL: Philosophical Integrator of Computational and Corpus Libraries PICCL offers a workflow for corpus building and builds on a variety of tools. Th

Language Machines 41 Dec 27, 2022
Line based ATR Engine based on OCRopy

OCR Engine based on OCRopy and Kraken using python3. It is designed to both be easy to use from the command line but also be modular to be integrated

948 Dec 23, 2022
An advanced 2D image manipulation with features such as edge detection and image segmentation built using OpenCV

OpenCV-ToothPaint3-Advanced-Digital-Image-Editor This application named ‘Tooth Paint’ version TP_2020.3 (64-bit) or version 3 was developed within a w

JunHong 1 Nov 05, 2021
SRA's seminar on Introduction to Computer Vision Fundamentals

Introduction to Computer Vision This repository includes basics to : Python Numpy: A python library Git Computer Vision. The aim of this repository is

Society of Robotics and Automation 147 Dec 04, 2022
CNN+Attention+Seq2Seq

Attention_OCR CNN+Attention+Seq2Seq The model and its tensor transformation are shown in the figure below It is necessary ch_ train and ch_ test the p

Tsukinousag1 2 Jul 14, 2022
Satoshi is a discord bot template in python using discord.py that allow you to track some live crypto prices with your own discord bot.

Satoshi ~ DiscordCryptoBot Satoshi is a simple python discord bot using discord.py that allow you to track your favorites cryptos prices with your own

Théo 2 Sep 15, 2022
Official PyTorch implementation for "Mixed supervision for surface-defect detection: from weakly to fully supervised learning"

Mixed supervision for surface-defect detection: from weakly to fully supervised learning [Computers in Industry 2021] Official PyTorch implementation

ViCoS Lab 169 Dec 30, 2022