├── .eslintrc.yml ├── .gitignore ├── .prettierignore ├── .travis.yml ├── History.md ├── LICENSE ├── README.md ├── fontData └── 12x12 │ └── mrz │ ├── acaslonpro.json │ ├── adobearabic.json │ ├── adobedevanagari.json │ ├── adobegurmukhi.json │ ├── adobehebrew.json │ ├── agaramondpro.json │ ├── americantypewriter.json │ ├── applegothic.json │ ├── applemyungjo.json │ ├── applesymbols.json │ ├── arialmt.json │ ├── arialunicodems.json │ ├── avenirnext.json │ ├── ayuthaya.json │ ├── banglamn.json │ ├── banglasangammn.json │ ├── batang.json │ ├── birchstd.json │ ├── bookantiqua.json │ ├── bookmanoldstyle.json │ ├── calibri.json │ ├── calistomt.json │ ├── cambria.json │ ├── cambriamath.json │ ├── candara.json │ ├── century.json │ ├── centurygothic.json │ ├── centuryschoolbook.json │ ├── chalkboard.json │ ├── chalkboardse.json │ ├── chaparralpro.json │ ├── comicsansms.json │ ├── consolas.json │ ├── copperplate.json │ ├── corbel.json │ ├── courier.json │ ├── couriernewpsmt.json │ ├── devanagarisangammn.json │ ├── euphemiaucas.json │ ├── eurostile.json │ ├── franklingothic_book.json │ ├── geneva.json │ ├── georgia.json │ ├── gillsans.json │ ├── gillsansmt.json │ ├── goudyoldstylet.json │ ├── gujaratisangammn.json │ ├── gulim.json │ ├── gurmukhimn.json │ ├── gurmukhisangammn.json │ ├── haettenschweiler.json │ ├── helvetica.json │ ├── helveticaneue.json │ ├── herculanum.json │ ├── hoeflertext.json │ ├── impact.json │ ├── inaimathi.json │ ├── kannadamn.json │ ├── kannadasangammn.json │ ├── khmermn.json │ ├── khmersangammn.json │ ├── krungthep.json │ ├── laomn.json │ ├── laosangammn.json │ ├── lithospro.json │ ├── lucidabright.json │ ├── lucidaconsole.json │ ├── lucidafax.json │ ├── lucidagrande.json │ ├── lucidasans.json │ ├── lucidasans_typewriter.json │ ├── lucidasansunicode.json │ ├── luminari.json │ ├── malayalammn.json │ ├── malayalamsangammn.json │ ├── meiryo.json │ ├── menlo.json │ ├── microsoft_yi_baiti.json │ ├── microsofthimalaya.json │ ├── microsoftsansserif.json │ ├── microsofttaile.json │ ├── ming_lt_hkscs_extb.json │ ├── ming_lt_hkscs_uni_h.json │ ├── mingliu.json │ ├── mingliu_extb.json │ ├── minionpro.json │ ├── mistral.json │ ├── monaco.json │ ├── mongolianbaiti.json │ ├── monotypecorsiva.json │ ├── ms_gothic.json │ ├── ms_mincho.json │ ├── ms_pgothic.json │ ├── msreferencesansserif.json │ ├── myanmarmn.json │ ├── myanmarsangammn.json │ ├── myriadarabic.json │ ├── myriadhebrew.json │ ├── myriadpro.json │ ├── newsgothicmt.json │ ├── ocrastd.json │ ├── ocrb.json │ ├── optima.json │ ├── oriyamn.json │ ├── oriyasangammn.json │ ├── osaka.json │ ├── palatino_roman.json │ ├── palatinolinotype_roman.json │ ├── perpetua.json │ ├── pingfanghk.json │ ├── pingfangsc.json │ ├── pingfangtc.json │ ├── plantagenetcherokee.json │ ├── playbill.json │ ├── pmingliu.json │ ├── pmingliu_extb.json │ ├── ptmono.json │ ├── rockwell.json │ ├── sathu.json │ ├── shreedev0714.json │ ├── silom.json │ ├── simhei.json │ ├── simsun.json │ ├── simsun_extb.json │ ├── sinhalamn.json │ ├── sinhalasangammn.json │ ├── sourcesanspro.json │ ├── stheiti.json │ ├── stixgeneral.json │ ├── tamilmn.json │ ├── tamilsangammn.json │ ├── telugumn.json │ ├── telugusangammn.json │ ├── thonburi.json │ ├── times_roman.json │ ├── timesnewromanpsmt.json │ ├── trajanpro3.json │ ├── trattatello.json │ ├── trebuchetms.json │ ├── twcenmt.json │ └── verdana.json ├── models ├── ESC-v2.svm.descriptors └── ESC-v2.svm.model ├── package-lock.json ├── package.json ├── run ├── .eslintrc.yml ├── LettersStatistics.js ├── classifyCardFont.js ├── generateCharacters.js ├── getMrz.js ├── readMrz.js ├── svm.js └── writeCharacters.js └── src ├── .npmignore ├── __tests__ ├── __snapshots__ │ └── readMrz.js.snap ├── fixtures │ ├── id1.jpg │ ├── id2.jpg │ └── id_fail.png └── readMrz.js ├── getMrz.js ├── getRoiStats.js ├── index.js ├── internal ├── mrzOcr.js └── symbols.js ├── readMrz.js ├── roiOptions.js ├── svm.js └── util ├── filterOutliersMAD.js ├── readWrite.js └── rois.js /.eslintrc.yml: -------------------------------------------------------------------------------- 1 | extends: cheminfo 2 | parser: babel-eslint 3 | rules: 4 | no-await-in-loop: off 5 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | /data 2 | /debug 3 | /models 4 | !/models/ESC-v2.svm.descriptors 5 | !/models/ESC-v2.svm.model 6 | 7 | # Logs 8 | logs 9 | *.log 10 | npm-debug.log* 11 | 12 | # Runtime data 13 | pids 14 | *.pid 15 | *.seed 16 | 17 | # Directory for instrumented libs generated by jscoverage/JSCover 18 | lib-cov 19 | 20 | # Coverage directory used by tools like istanbul 21 | coverage 22 | 23 | # nyc test coverage 24 | .nyc_output 25 | 26 | # Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files) 27 | .grunt 28 | 29 | # node-waf configuration 30 | .lock-wscript 31 | 32 | # Compiled binary addons (http://nodejs.org/api/addons.html) 33 | build/Release 34 | 35 | # Dependency directories 36 | node_modules 37 | jspm_packages 38 | 39 | # Optional npm cache directory 40 | .npm 41 | 42 | # Optional REPL history 43 | .node_repl_history 44 | 45 | /data/ 46 | -------------------------------------------------------------------------------- /.prettierignore: -------------------------------------------------------------------------------- 1 | package*.json -------------------------------------------------------------------------------- /.travis.yml: -------------------------------------------------------------------------------- 1 | language: node_js 2 | node_js: 3 | - 10 4 | - 8 5 | script: "npm run test-travis" 6 | after_script: "bash <(curl -s https://codecov.io/bash)" 7 | -------------------------------------------------------------------------------- /History.md: -------------------------------------------------------------------------------- 1 | 2 | ## [0.4.1](https://github.com/image-js/mrz-detection/compare/v0.4.0...v0.4.1) (2018-07-25) 3 | 4 | 5 | 6 | 7 | # [0.4.0](https://github.com/image-js/mrz-detection/compare/v0.3.3...v0.4.0) (2018-07-25) 8 | 9 | 10 | 11 | 12 | ## [0.3.3](https://github.com/image-js/mrz-detection/compare/v0.3.2...v0.3.3) (2018-05-23) 13 | 14 | 15 | 16 | 17 | ## [0.3.2](https://github.com/image-js/mrz-detection/compare/v0.3.1...v0.3.2) (2018-03-23) 18 | 19 | 20 | 21 | 22 | ## [0.3.1](https://github.com/image-js/mrz-detection/compare/v0.3.0...v0.3.1) (2018-03-21) 23 | 24 | 25 | ### Bug Fixes 26 | 27 | * add models to npm files ([21d0b25](https://github.com/image-js/mrz-detection/commit/21d0b25)) 28 | 29 | 30 | 31 | 32 | # [0.3.0](https://github.com/image-js/mrz-detection/compare/v0.2.2...v0.3.0) (2018-03-21) 33 | 34 | 35 | 36 | 37 | ## [0.2.2](https://github.com/image-js/mrz-detection/compare/v0.2.1...v0.2.2) (2018-03-20) 38 | 39 | 40 | 41 | 42 | ## [0.2.1](https://github.com/image-js/mrz-detection/compare/v0.2.0...v0.2.1) (2018-03-20) 43 | 44 | 45 | 46 | 47 | # [0.2.0](https://github.com/image-js/mrz-detection/compare/v0.1.2...v0.2.0) (2018-03-20) 48 | 49 | 50 | 51 | 52 | ## [0.1.2](https://github.com/image-js/mrz-detection/compare/v0.1.1...v0.1.2) (2018-02-20) 53 | 54 | 55 | ### Bug Fixes 56 | 57 | * remove readMrz for now ([cf4af98](https://github.com/image-js/mrz-detection/commit/cf4af98)) 58 | 59 | 60 | 61 | 62 | ## [0.1.1](https://github.com/image-js/mrz-detection/compare/v0.1.0...v0.1.1) (2018-02-20) 63 | 64 | 65 | 66 | 67 | # 0.1.0 (2018-02-20) 68 | 69 | 70 | 71 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 image-js 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # mrz-detection 2 | 3 | ## Run scripts 4 | 5 | The best way to test the run scripts is to create a `data` directory in the root of this repo and put 6 | the images in sub-directories of `data`. 7 | 8 | ### getMrz 9 | 10 | `node run/getMrz.js --dir data/imageDir` 11 | 12 | This script will treat all PNG or JPEG images in the specified `dir` and create an `out` sub-directory 13 | containing the images at each step of the process. 14 | The purpose of this script is to locate the MRZ and crop/rotate the image to keep only this part. 15 | 16 | Final images will be in `data/imageDir/out/cropped` 17 | 18 | ### readMrz 19 | 20 | `node run/readMrz.js --dir data/imageDir/out/cropped --reference data/imageDir/ground.csv` 21 | 22 | This script will attempt to read the MRZ of all images in the specified `dir` and compare the read 23 | data with the `reference`. 24 | 25 | The reference should be a CSV file with the following format: 26 | 27 | image-name,MRZ-LINE-1,MRZ-LINE-2,MRZ-LINE-3 28 | 29 | * image-name is the filename of the original image without extension 30 | * MRZ-LINE-x are each line of the MRZ (two or three lines) 31 | 32 | ## License 33 | 34 | [MIT](./LICENSE) 35 | -------------------------------------------------------------------------------- /fontData/12x12/mrz/batang.json: -------------------------------------------------------------------------------- 1 | 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-------------------------------------------------------------------------------- /fontData/12x12/mrz/pmingliu.json: -------------------------------------------------------------------------------- 1 | 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-------------------------------------------------------------------------------- /models/ESC-v2.svm.descriptors: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/image-js/mrz-detection/f86da8f7ea14960d4fab9de22da5cc02098b678e/models/ESC-v2.svm.descriptors -------------------------------------------------------------------------------- /package.json: -------------------------------------------------------------------------------- 1 | { 2 | "name": "mrz-detection", 3 | "version": "0.4.1", 4 | "description": "Detect Machine Readable Zones (MRZ) in images of identity documents", 5 | "main": "src/index.js", 6 | "files": [ 7 | "src", 8 | "fontData/12x12/mrz/ocrb.json", 9 | "models" 10 | ], 11 | "scripts": { 12 | "eslint": "eslint src run", 13 | "eslint-fix": "npm run eslint -- --fix", 14 | "test": "run-s testonly eslint", 15 | "test-travis": "eslint src && jest --coverage && codecov", 16 | "testonly": "jest" 17 | }, 18 | "repository": { 19 | "type": "git", 20 | "url": "git+https://github.com/image-js/mrz-detection.git" 21 | }, 22 | "keywords": [], 23 | "author": "Jefferson Hernández", 24 | "license": "MIT", 25 | "bugs": { 26 | "url": "https://github.com/image-js/mrz-detection/issues" 27 | }, 28 | "homepage": "https://github.com/image-js/mrz-detection#readme", 29 | "jest": { 30 | "testEnvironment": "node" 31 | }, 32 | "devDependencies": { 33 | "babel-eslint": "^8.2.6", 34 | "codecov": "^3.0.4", 35 | "eslint": "^4.18.0", 36 | "eslint-config-cheminfo": "^1.18.0", 37 | "eslint-plugin-import": "^2.13.0", 38 | "eslint-plugin-jest": "^21.18.0", 39 | "jest": "^23.4.1", 40 | "make-promises-safe": "^1.1.0", 41 | "npm-run-all": "^4.1.2", 42 | "papaparse": "^4.5.0", 43 | "rimraf": "^2.6.2", 44 | "tableify": "^1.1.0" 45 | }, 46 | "dependencies": { 47 | "bson": "^2.0.8", 48 | "fs-extra": "^6.0.1", 49 | "hog-features": "^1.0.0", 50 | "image-js": "^0.21.0", 51 | "libsvm-js": "^0.2.1", 52 | "lodash.groupby": "^4.6.0", 53 | "lodash.mapvalues": "^4.6.0", 54 | "lodash.range": "^3.2.0", 55 | "lodash.uniq": "^4.5.0", 56 | "minimist": "^1.2.0", 57 | "mkdirp": "^0.5.1", 58 | "ml-array-mean": "^1.0.1", 59 | "ml-array-median": "^1.0.1", 60 | "ml-distance": "^2.1.1", 61 | "ml-kernel": "^2.3.4", 62 | "ml-matrix": "^5.0.1", 63 | "ml-param-grid": "^1.0.0", 64 | "mrz": "^3.1.0", 65 | "ocr-tools": "^0.2.0", 66 | "radians-degrees": "^1.0.0", 67 | "transformation-matrix": "^1.12.0" 68 | } 69 | } 70 | -------------------------------------------------------------------------------- /run/.eslintrc.yml: -------------------------------------------------------------------------------- 1 | rules: 2 | no-console: off 3 | -------------------------------------------------------------------------------- /run/LettersStatistics.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | var fs = require('fs'); 4 | 5 | var Papa = require('papaparse'); 6 | 7 | const ALPHABET = 'abcdefghijklmnopqrstuvwxyz0123456789<'.toUpperCase(); 8 | const LINE_LENGTH = 'line length'; 9 | const NOT_EQUAL_LINES = 'not equal lines'; 10 | 11 | class LettersStatistics { 12 | constructor(filepath) { 13 | var file = fs.readFileSync(filepath, 'utf-8'); 14 | var data = Papa.parse(file).data.filter((elem) => elem[0] !== ''); 15 | this.data = {}; 16 | for (var i = 0; i < data.length; ++i) { 17 | var currentMRZ = data[i].slice(1); 18 | var name = data[i][0]; 19 | 20 | if (currentMRZ.length < 2) { 21 | throw new Error(`MRZ for ${name} should have at least 2 lines`); 22 | } 23 | 24 | this.data[name] = currentMRZ; 25 | } 26 | 27 | this.letters = {}; 28 | for (i = 0; i < ALPHABET.length; ++i) { 29 | var letter = ALPHABET[i]; 30 | this.letters[letter] = { 31 | count: 0, 32 | errors: new Set([]) 33 | }; 34 | } 35 | 36 | for (var elem of [LINE_LENGTH, NOT_EQUAL_LINES]) { 37 | this.letters[elem] = { 38 | count: 0, 39 | errors: new Set([]) 40 | }; 41 | } 42 | } 43 | 44 | check(filename, mrz) { 45 | var data = this.data[filename]; 46 | 47 | if (data.length !== mrz.length) { 48 | this.letters[NOT_EQUAL_LINES].count++; 49 | this.letters[NOT_EQUAL_LINES].errors.add(filename); 50 | return; 51 | } 52 | 53 | for (var i = 0; i < mrz.length; ++i) { 54 | var currentLine = mrz[i]; 55 | var ground = data[i]; 56 | 57 | if (currentLine.length !== ground.length) { 58 | this.letters[LINE_LENGTH].count++; 59 | this.letters[LINE_LENGTH].errors.add(filename); 60 | continue; 61 | } 62 | 63 | for (var j = 0; j < currentLine.length; ++j) { 64 | var predictedLetter = currentLine[j]; 65 | 66 | var groundLetter = ground[j]; 67 | if (predictedLetter !== groundLetter) { 68 | this.letters[groundLetter].count++; 69 | this.letters[groundLetter].errors.add( 70 | `${predictedLetter} ${i + 1}:${j + 1} ${filename}` 71 | ); 72 | } 73 | } 74 | } 75 | } 76 | 77 | getResults() { 78 | return this.letters; 79 | } 80 | } 81 | 82 | module.exports = LettersStatistics; 83 | -------------------------------------------------------------------------------- /run/classifyCardFont.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const groupBy = require('lodash.groupby'); 4 | const minimist = require('minimist'); 5 | 6 | const { loadData } = require('../src/svm'); 7 | const { getNumberToLetterHeightRatio } = require('../src/util/rois'); 8 | 9 | const argv = minimist(process.argv.slice(2)); 10 | 11 | async function exec() { 12 | const dir = argv.dir; 13 | if (!dir) throw new Error('--dir option is required'); 14 | 15 | const data = await loadData(dir); 16 | 17 | const cards = groupBy(data, (data) => data.card); 18 | 19 | const features = getFeatures(cards); 20 | 21 | console.log(features); 22 | } 23 | 24 | function getFeatures(cards) { 25 | const features = []; 26 | for (let cardKey in cards) { 27 | const ratio = getNumberToLetterHeightRatio(cards[cardKey]); 28 | console.log(cardKey, ratio); 29 | features.push(ratio); 30 | } 31 | return features; 32 | } 33 | 34 | exec().catch(console.log); 35 | -------------------------------------------------------------------------------- /run/generateCharacters.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const path = require('path'); 4 | const assert = require('assert'); 5 | 6 | const fs = require('fs-extra'); 7 | const { generateSymbolImage, getLinesFromImage } = require('ocr-tools'); 8 | const minimist = require('minimist'); 9 | 10 | const argv = minimist(process.argv.slice(2), { 11 | string: ['fontSizes', 'dilations', 'blurs'] 12 | }); 13 | const roiOptions = require('../src/roiOptions'); 14 | const { writeImages } = require('../src/util/readWrite'); 15 | 16 | if (!argv.outDir) { 17 | throw new Error('outDir argument is required'); 18 | } 19 | 20 | let outDir = path.resolve(argv.outDir); 21 | let blurs = getParam('blurs', [1, 2, 3]); 22 | let fontSizes = getParam('fontSizes', [78]); 23 | let dilations = getParam('dilations', [0]); 24 | 25 | let maxRotation = 2; 26 | let rotations = 3; 27 | let fonts = getParam('fonts', ['ocrb']); 28 | 29 | async function generate() { 30 | await fs.mkdirp(outDir); 31 | const files = await fs.readdir(outDir); 32 | if (files.length > 0) throw new Error('outDir must be emtpy'); 33 | 34 | let globalCount = 0; 35 | // grid over parameters 36 | for (let blur of blurs) { 37 | for (let kernelSize of dilations) { 38 | for (let fontSize of fontSizes) { 39 | // eslint-disable-next-line no-await-in-loop 40 | for (let font of fonts) { 41 | console.log(` 42 | font: ${font} 43 | fontSize: ${fontSize} 44 | blur: ${blur} 45 | dilation: ${kernelSize} 46 | `); 47 | const imageOptions = { 48 | allowedRotation: maxRotation, 49 | numberPerLine: rotations + ((rotations + 1) % 2), // odd number to ensure 0 angle included 50 | fontSize, 51 | fontName: font 52 | }; 53 | let { image, chars } = await generateSymbolImage(imageOptions); 54 | const { lines } = getLinesFromImage(image, { 55 | roiOptions: Object.assign({}, roiOptions, { 56 | minRatio: undefined, 57 | maxRatio: undefined 58 | }), 59 | fingerprintOptions: { 60 | width: 18, 61 | height: 18 62 | } 63 | }); 64 | checkExpectedRois(lines, imageOptions); 65 | let count = 0; 66 | for (let line of lines) { 67 | // eslint-disable-next-line no-await-in-loop 68 | for (let roi of line.rois) { 69 | let img = image 70 | .crop({ 71 | x: roi.minX, 72 | y: roi.minY, 73 | width: roi.width, 74 | height: roi.height 75 | }) 76 | .grey(); 77 | 78 | let borderSize = (kernelSize - 1) / 2; 79 | borderSize = Math.max(borderSize, Math.round(blur * 1.5)); 80 | let mask; 81 | let roiManager; 82 | img = img.pad({ 83 | size: borderSize, 84 | algorithm: 'set', 85 | color: [255] 86 | }); 87 | if (kernelSize) { 88 | img = img.dilate({ kernel: getKernel(kernelSize) }); 89 | } 90 | 91 | if (blur) { 92 | img = img.gaussianFilter({ radius: blur }); 93 | } 94 | 95 | mask = img.mask({ algorithm: 'otsu' }); 96 | 97 | roiManager = img.getRoiManager(); 98 | roiManager.fromMask(mask); 99 | let rois = roiManager.getRois(); 100 | rois = rois.filter((roi) => roi.minX > 0); 101 | rois.forEach((roi) => { 102 | let mask = roi.getMask(); 103 | let mbr = mask.minimalBoundingRectangle(); 104 | if (mbr[0] === undefined) { 105 | roi.fillingFactor = 1; 106 | return; 107 | } 108 | roi.mbrWidth = getDistance(mbr[0], mbr[1]); 109 | roi.mbrHeight = getDistance(mbr[1], mbr[2]); 110 | roi.mbrSurface = roi.mbrWidth * roi.mbrHeight; 111 | roi.fillingFactor = roi.surface / roi.mbrSurface; 112 | }); 113 | 114 | rois.sort( 115 | (roiA, roiB) => roiA.fillingFactor - roiB.fillingFactor 116 | ); 117 | img = img.crop({ 118 | x: rois[0].minX, 119 | y: rois[0].minY, 120 | width: rois[0].width, 121 | height: rois[0].height 122 | }); 123 | // img = img.scale({ width: 18, height: 18 }); 124 | 125 | await writeImages({ 126 | filePath: path.join( 127 | outDir, 128 | `${chars[count]}-${globalCount}.png` 129 | ), 130 | image: img /* roiManager.paint() */, 131 | generated: true, 132 | card: `generated-blur${blur}-font${font}-fontSize${fontSize}-dilation${kernelSize}`, 133 | char: chars[count], 134 | code: chars[count].charCodeAt(0) 135 | }); 136 | globalCount++; 137 | count++; 138 | } 139 | } 140 | } 141 | } 142 | } 143 | } 144 | } 145 | 146 | function checkExpectedRois(lines, options) { 147 | assert.equal(lines.length, 37, 'correct number of lines'); 148 | const nbRois = lines.reduce((prev, current) => prev + current.rois.length, 0); 149 | assert.equal(nbRois, options.numberPerLine * 37); 150 | } 151 | 152 | generate(); 153 | 154 | function getKernel(size) { 155 | const array = new Array(size); 156 | for (let i = 0; i < size; i++) { 157 | array[i] = new Array(size); 158 | for (let j = 0; j < size; j++) { 159 | array[i][j] = 1; 160 | } 161 | } 162 | return array; 163 | } 164 | 165 | function getDistance(p1, p2) { 166 | return Math.sqrt((p1[0] - p2[0]) ** 2 + (p1[1] - p2[1]) ** 2); 167 | } 168 | 169 | function getParam(name, def) { 170 | const val = argv[name]; 171 | if (!val) return def; 172 | return val.split(',').map((v) => +v); 173 | } 174 | -------------------------------------------------------------------------------- /run/getMrz.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const path = require('path'); 4 | 5 | const fs = require('fs-extra'); 6 | const minimist = require('minimist'); 7 | const { Image } = require('image-js'); 8 | 9 | const { getMrz } = require('..'); 10 | 11 | const argv = minimist(process.argv.slice(2)); 12 | 13 | exec().catch(console.error); 14 | 15 | async function exec() { 16 | if (argv.file) { 17 | const pathname = path.resolve(argv.file); 18 | console.time(pathname); 19 | const result = {}; 20 | try { 21 | await getMrz(await Image.load(pathname), { 22 | debug: true, 23 | out: result 24 | }); 25 | } catch (e) { 26 | console.error(e); 27 | } 28 | console.timeEnd(pathname); 29 | await saveImages( 30 | pathname, 31 | result, 32 | path.join(path.dirname(pathname), 'out') 33 | ); 34 | await saveSingleReport( 35 | pathname, 36 | result, 37 | path.join(path.dirname(pathname), 'out') 38 | ); 39 | } else if (argv.dir) { 40 | const dirname = path.resolve(argv.dir); 41 | const files = (await fs.readdir(dirname)).filter((f) => { 42 | f = f.toLowerCase(); 43 | return f.endsWith('jpg') || f.endsWith('png') || f.endsWith('jpeg'); 44 | }); 45 | const out = path.join(dirname, 'out'); 46 | const toSave = []; 47 | await fs.emptyDir(out); 48 | for (let file of files) { 49 | console.log(`process ${file}`); 50 | const imagePath = path.join(dirname, file); 51 | console.time(imagePath); 52 | const result = {}; 53 | try { 54 | getMrz(await Image.load(imagePath), { 55 | debug: true, 56 | out: result 57 | }); 58 | } catch (e) { 59 | console.error(e); 60 | } 61 | console.timeEnd(imagePath); 62 | await saveImages(imagePath, result, out); 63 | toSave.push([imagePath, result]); 64 | } 65 | await saveReports(toSave, out); 66 | } 67 | } 68 | 69 | async function saveImages(imagePath, images, out) { 70 | const filename = path.basename(imagePath); 71 | const ext = path.extname(filename); 72 | const pngName = filename.replace(ext, '.png'); 73 | for (const prefix in images) { 74 | const kind = path.join(out, prefix); 75 | await fs.ensureDir(kind); 76 | await images[prefix].save(path.join(kind, pngName)); 77 | } 78 | } 79 | 80 | const head = ` 81 | 82 | 83 | 84 | 85 | `; 86 | 87 | const sparklines = ` 88 | 99 | `; 100 | 101 | async function saveSingleReport(imagePath, images, out) { 102 | const prefixes = Object.keys(images); 103 | const report = ` 104 | 105 | 106 | ${head} 107 | 108 | 109 | 110 | 111 | ${getHeaders(prefixes)} 112 | 113 | ${getTableRow(imagePath, prefixes, images)} 114 | 115 |
Name
116 | ${sparklines} 117 | 118 | 119 | `; 120 | await fs.writeFile(path.join(out, 'report.html'), report); 121 | } 122 | 123 | async function saveReports(results, out) { 124 | let longestResult = { length: 0 }; 125 | const rows = []; 126 | for (const [imagePath, images] of results) { 127 | const prefixes = Object.keys(images); 128 | if (prefixes.length > longestResult.length) { 129 | longestResult = prefixes; 130 | } 131 | rows.push(getTableRow(imagePath, prefixes, images)); 132 | } 133 | 134 | const report = ` 135 | 136 | ${head} 137 | 138 | 139 | 140 | 141 | 142 | ${getHeaders(longestResult)} 143 | 144 | ${rows.join('\n')} 145 | 146 |
Name
147 | ${sparklines} 148 | 149 | 150 | `; 151 | await fs.writeFile(path.join(out, 'report.html'), report); 152 | } 153 | 154 | function getHeaders(prefixes) { 155 | return prefixes.map((prefix) => `${prefix}`).join('\n'); 156 | } 157 | 158 | function getTableRow(imagePath, prefixes, images) { 159 | const filename = path.basename(imagePath); 160 | const ext = path.extname(filename); 161 | const pngName = filename.replace(ext, '.png'); 162 | return ` 163 | 164 | ${filename} 165 | ${prefixes 166 | .map( 167 | (prefix) => 168 | `` 169 | ) 170 | .join('\n')} 171 | ${ 172 | images.crop 173 | ? `${images.crop 174 | .grey() 175 | .histogram.join(',')}` 176 | : '' 177 | } 178 | 179 | `; 180 | } 181 | -------------------------------------------------------------------------------- /run/readMrz.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const { join, resolve, extname, parse: parsePath } = require('path'); 4 | 5 | const fs = require('fs-extra'); 6 | const minimist = require('minimist'); 7 | const IJS = require('image-js').Image; 8 | const { parse } = require('mrz'); 9 | 10 | const { readMrz } = require('..'); 11 | 12 | const argv = minimist(process.argv.slice(2)); 13 | 14 | exec().catch(console.error); 15 | 16 | const stats = { 17 | total: 0, 18 | valid: 0, 19 | couldParse: 0 20 | }; 21 | 22 | async function exec() { 23 | const expected = await getExpected(); 24 | 25 | if (argv.file) { 26 | const pathname = resolve(argv.file); 27 | await processFile(pathname); 28 | } else if (argv.dir) { 29 | const dirname = resolve(argv.dir); 30 | const files = (await fs.readdir(dirname)).filter((f) => { 31 | f = f.toLowerCase(); 32 | return f.endsWith('jpg') || f.endsWith('png') || f.endsWith('jpeg'); 33 | }); 34 | 35 | for (let file of files) { 36 | console.log( 37 | '----------------------------------------------------------'.repeat(2) 38 | ); 39 | console.log(`process ${file}`); 40 | const imagePath = join(dirname, file); 41 | await processFile(imagePath); 42 | } 43 | } 44 | console.log(stats); 45 | async function processFile(imagePath) { 46 | try { 47 | stats.total += 1; 48 | const parsedPath = parsePath(imagePath); 49 | const result = await readMrz(await IJS.load(imagePath), { 50 | debug: true, 51 | saveName: join(parsedPath.dir, '../multiMask/', parsedPath.base) 52 | }); 53 | console.log(result); 54 | const parsed = parse(result); 55 | stats.couldParse += 1; 56 | console.log('valid', parsed.valid); 57 | if (!parsed.valid) { 58 | console.log(parsed.details.filter((d) => !d.valid).map((d) => d.error)); 59 | } else { 60 | stats.valid += 1; 61 | } 62 | console.log(imagePath); 63 | const nameWithoutExt = parsedPath.base.replace(parsedPath.ext, ''); 64 | console.log(nameWithoutExt); 65 | if (expected[nameWithoutExt]) { 66 | const reference = expected[nameWithoutExt]; 67 | if (result.length !== reference.length) { 68 | console.log( 69 | `error: expected ${reference.length} lines, got ${result.length}` 70 | ); 71 | } else { 72 | for (let i = 0; i < result.length; i++) { 73 | if (result[i] !== reference[i]) { 74 | const l = Math.max(reference[i].length, result[i].length); 75 | console.log(`line ${i + 1} does not match`); 76 | console.log(`expected: ${reference[i]}`); 77 | let matches = ' '; 78 | for (let j = 0; j < l; j++) { 79 | if (result[i][j] === reference[i][j]) { 80 | matches += '-'; 81 | } else { 82 | matches += 'x'; 83 | } 84 | } 85 | console.log(matches); 86 | console.log(`got: ${result[i]}`); 87 | } 88 | } 89 | } 90 | } else { 91 | console.log('no reference to compare result'); 92 | } 93 | } catch (e) { 94 | console.log('read error', e.message, e.stack); 95 | } 96 | } 97 | } 98 | 99 | async function getExpected() { 100 | const expected = {}; 101 | if (argv.reference) { 102 | try { 103 | const reference = await fs.readFile(resolve(argv.reference), 'utf8'); 104 | const lines = reference 105 | .split(/[\r\n]+/) 106 | .map((l) => l.trim()) 107 | .filter((l) => l !== ''); 108 | for (const line of lines) { 109 | const [name, ...mrz] = line.split(','); 110 | expected[name.replace(extname(name), '')] = mrz; 111 | } 112 | } catch (e) { 113 | console.log('error', e.message); 114 | // error 115 | } 116 | } 117 | return expected; 118 | } 119 | -------------------------------------------------------------------------------- /run/svm.js: -------------------------------------------------------------------------------- 1 | // Runs a cross validation leaving all characters from an identity card out 2 | 'use strict'; 3 | 4 | const uniq = require('lodash.uniq'); 5 | const minimist = require('minimist'); 6 | const paramGrid = require('ml-param-grid'); 7 | 8 | const { 9 | createModel, 10 | applyModel, 11 | predict, 12 | train, 13 | loadData 14 | } = require('../src/svm'); 15 | 16 | const argv = minimist(process.argv.slice(2)); 17 | 18 | async function classify(data, options) { 19 | const testSet = data.filter((d) => d.card === options.testCard); 20 | const trainSet = data.filter((d) => d.card !== options.testCard); 21 | 22 | const { classifier, descriptors, oneClass } = await train( 23 | trainSet, 24 | options.SVMOptions, 25 | options.kernelOptions 26 | ); 27 | let prediction = predict( 28 | classifier, 29 | descriptors, 30 | testSet.map((l) => l.descriptor), 31 | options.kernelOptions 32 | ); 33 | if (oneClass) { 34 | printPredictionOneClass(testSet, prediction); 35 | } else { 36 | printPrediction(testSet, prediction); 37 | } 38 | classifier.free(); 39 | } 40 | 41 | function printPrediction(dataSet, predicted) { 42 | const expected = dataSet.map((l) => { 43 | return String.fromCharCode(l.label); 44 | }); 45 | predicted = predicted.map((code) => String.fromCharCode(code)); 46 | error(predicted, expected); 47 | } 48 | 49 | function printPredictionOneClass(testSet, predicted) { 50 | const expected = testSet.map((l) => l.label); 51 | error(predicted, expected); 52 | } 53 | 54 | function error(predicted, expected) { 55 | if (predicted.length !== expected.length) { 56 | throw new Error('predicted and expected should have the same size'); 57 | } 58 | let correct = 0; 59 | for (var index = 0; index < predicted.length; index++) { 60 | if (expected[index] !== predicted[index]) { 61 | if (!argv.summary) { 62 | console.log( 63 | `${index} => expected : ${expected[index]} and predicted : ${ 64 | predicted[index] 65 | }` 66 | ); 67 | } 68 | } 69 | if (predicted[index] === expected[index]) { 70 | correct++; 71 | } 72 | } 73 | console.log( 74 | `${correct}/${predicted.length} ( ${( 75 | (correct / predicted.length) * 76 | 100 77 | ).toFixed(2)}% )` 78 | ); 79 | return correct; 80 | } 81 | 82 | async function crossValidation(data, SVMOptions, kernelOptions) { 83 | console.log('total data size', data.length); 84 | 85 | // get distinct data sets 86 | 87 | const cards = new Set(); 88 | data.forEach((d) => cards.add(d.card)); 89 | for (let card of cards) { 90 | console.log(card); 91 | // eslint-disable-next-line no-await-in-loop 92 | await classify(data, { 93 | testCard: card, 94 | SVMOptions, 95 | kernelOptions 96 | }); 97 | } 98 | } 99 | 100 | async function exec() { 101 | try { 102 | validateArguments(argv); 103 | if (argv.cv) { 104 | const data = await loadData(argv.trainDir); 105 | const SVMOptionsGrid = getSVMOptionsGrid(argv); 106 | const kernelOptionsGrid = getKernelOptionsGrid(argv); 107 | for (let SVMOptions of SVMOptionsGrid) { 108 | for (let kernelOptions of kernelOptionsGrid) { 109 | console.log(Object.assign({}, SVMOptions, kernelOptions)); 110 | await crossValidation(data, SVMOptions, kernelOptions); 111 | } 112 | } 113 | } else if (argv.saveModel) { 114 | const data = await loadData(argv.trainDir); 115 | const SVMOptions = getSVMOptionsGrid(argv); 116 | const kernelOptions = getKernelOptionsGrid(argv); 117 | if (SVMOptions.length !== 1) { 118 | console.log(SVMOptions); 119 | throw new Error('Cannot save model with multiple SVM parameters'); 120 | } 121 | if (kernelOptions.length !== 1) { 122 | throw new Error('Cannot save model with multiple kernel options'); 123 | } 124 | await createModel(data, argv.saveModel, SVMOptions[0], kernelOptions[0]); 125 | } else if (argv.model) { 126 | const data = await loadData(argv.testDir); 127 | let predicted = await applyModel(argv.model, data.map((l) => l.descriptor)); 128 | const type = inferPredictionType(predicted); 129 | if (type === 'ONE_CLASS') { 130 | printPredictionOneClass(data, predicted); 131 | } else { 132 | printPrediction(data, predicted); 133 | } 134 | } else if (argv.testDir) { 135 | // trainDir and testDir are specified together 136 | const SVMOptionsGrid = getSVMOptionsGrid(argv); 137 | const kernelOptionsGrid = getKernelOptionsGrid(argv); 138 | const trainData = await loadData(argv.trainDir); 139 | const testData = await loadData(argv.testDir); 140 | const trainDescriptors = trainData.map((l) => l.descriptor); 141 | const testDescriptors = testData.map((l) => l.descriptor); 142 | for (let SVMOptions of SVMOptionsGrid) { 143 | for (let kernelOptions of kernelOptionsGrid) { 144 | console.log(Object.assign({}, SVMOptions, kernelOptions)); 145 | const { classifier, oneClass } = await train( 146 | trainData, 147 | SVMOptions, 148 | kernelOptions 149 | ); 150 | const predicted = predict( 151 | classifier, 152 | trainDescriptors, 153 | testDescriptors, 154 | kernelOptions 155 | ); 156 | if (oneClass) { 157 | printPredictionOneClass(testData, predicted); 158 | } else { 159 | printPrediction(testData, predicted); 160 | } 161 | } 162 | } 163 | } 164 | } catch (e) { 165 | console.error(e); 166 | } 167 | } 168 | 169 | function inferPredictionType(predicted) { 170 | const uniqLabels = uniq(predicted); 171 | if ( 172 | uniqLabels.length > 2 || 173 | (!uniqLabels.includes(1) && !uniqLabels.includes(-1)) 174 | ) { 175 | return 'MULTI_CLASS'; 176 | } else { 177 | return 'ONE_CLASS'; 178 | } 179 | } 180 | 181 | function getOptionsGrid(options, validOptions, mapProp = {}) { 182 | const optionRanges = {}; 183 | for (let option of validOptions) { 184 | if (options[option]) { 185 | optionRanges[mapProp[option] || option] = String(options[option]) 186 | .split(',') 187 | .map((val) => (isNaN(+val) ? val : +val)); 188 | } 189 | } 190 | optionRanges.quiet = true; 191 | return paramGrid(optionRanges); 192 | } 193 | 194 | function getSVMOptionsGrid(options) { 195 | const validOptions = ['nu', 'cost', 'epsilon']; 196 | return Array.from(getOptionsGrid(options, validOptions)); 197 | } 198 | 199 | function getKernelOptionsGrid(options) { 200 | const validOptions = ['kernel', 'gamma']; 201 | return Array.from( 202 | getOptionsGrid(options, validOptions, { 203 | kernel: 'type', 204 | gamma: 'sigma' 205 | }) 206 | ); 207 | } 208 | 209 | function validateArguments(args) { 210 | if (isDefined(args.trainDir, args.model) === 0) { 211 | throw new Error('--trainDir is mandatory except when using --model'); 212 | } 213 | 214 | { 215 | let count = isDefined(args.testDir, args.saveModel, args.cv); 216 | if (count === 0) { 217 | throw new Error( 218 | 'You must specify one of the following options: --testDir, --saveModel, --cv' 219 | ); 220 | } 221 | if (count > 1) { 222 | throw new Error( 223 | '--testDir, --saveModel, --cv cannot be specified together' 224 | ); 225 | } 226 | count = isDefined; 227 | } 228 | } 229 | 230 | function isDefined(...options) { 231 | let count = 0; 232 | for (let option of options) { 233 | if (option !== undefined) count++; 234 | } 235 | return count; 236 | } 237 | 238 | exec(); 239 | -------------------------------------------------------------------------------- /run/writeCharacters.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const { join, resolve, extname, parse: parsePath } = require('path'); 4 | 5 | const { getLinesFromImage } = require('ocr-tools'); 6 | const fs = require('fs-extra'); 7 | const minimist = require('minimist'); 8 | const IJS = require('image-js').Image; 9 | 10 | const { writeImages } = require('../src/util/readWrite'); 11 | const roiOptions = require('../src/roiOptions'); 12 | 13 | const argv = minimist(process.argv.slice(2)); 14 | 15 | exec().catch(console.error); 16 | 17 | async function exec() { 18 | let outDir; 19 | const expected = await getExpected(); 20 | 21 | if (!argv.outDir) { 22 | throw new Error('you must specify an output director with --outDir'); 23 | } else { 24 | outDir = resolve(argv.outDir); 25 | await fs.mkdirp(outDir); 26 | const dirList = await fs.readdir(outDir); 27 | if (dirList.length !== 0) { 28 | throw new Error('The output directory must be empty'); 29 | } 30 | } 31 | if (argv.file) { 32 | const pathname = resolve(argv.file); 33 | await processFile(pathname); 34 | } else if (argv.dir) { 35 | const dirname = resolve(argv.dir); 36 | const files = (await fs.readdir(dirname)).filter((f) => { 37 | f = f.toLowerCase(); 38 | return f.endsWith('jpg') || f.endsWith('png') || f.endsWith('jpeg'); 39 | }); 40 | 41 | for (let file of files) { 42 | console.log( 43 | '----------------------------------------------------------'.repeat(2) 44 | ); 45 | console.log(`process ${file}`); 46 | const imagePath = join(dirname, file); 47 | await processFile(imagePath); 48 | } 49 | } 50 | async function processFile(imagePath) { 51 | let shouldAdd = getCharacterCounter(argv.maxCount); 52 | try { 53 | const parsedPath = parsePath(imagePath); 54 | const image = await IJS.load(imagePath); 55 | const result = getLinesFromImage(image, { 56 | roiOptions, 57 | fingerprintOptions: {} 58 | }); 59 | 60 | const name = parsedPath.base.replace(parsedPath.ext, ''); 61 | const asExpected = matchesExpected(name, result.lines); 62 | if (asExpected) { 63 | console.log('looks good, write chars'); 64 | for (let i = 0; i < result.lines.length; i++) { 65 | const line = result.lines[i]; 66 | // eslint-disable-next-line no-await-in-loop 67 | for (let j = 0; j < line.rois.length; j++) { 68 | const char = asExpected ? expected[name][i][j] : ''; 69 | if (asExpected && !shouldAdd(char)) continue; 70 | const roi = line.rois[j]; 71 | const folder = join(outDir, char); 72 | const fileName = `${name}-${i}-${j}.png`; 73 | fs.mkdirpSync(folder); 74 | const img = image.crop({ 75 | x: roi.minX, 76 | y: roi.minY, 77 | width: roi.width, 78 | height: roi.height 79 | }); 80 | await writeImages({ 81 | image: img, 82 | filePath: join(folder, fileName), 83 | generated: false, 84 | char, 85 | code: char.charCodeAt(0), 86 | label: argv.oneClass ? +argv.oneClass : char.charCodeAt(0), 87 | card: name, 88 | line: i, 89 | column: j 90 | }); 91 | } 92 | } 93 | } else { 94 | console.log('did not pass check, not including this image'); 95 | } 96 | } catch (e) { 97 | console.log('error', e); 98 | } 99 | } 100 | 101 | function getCharacterCounter(max = 4) { 102 | max = +max; 103 | const count = {}; 104 | return function (char) { 105 | if (!count[char]) { 106 | count[char] = 1; 107 | return true; 108 | } else { 109 | count[char]++; 110 | if (count[char] > max) return false; 111 | } 112 | return true; 113 | }; 114 | } 115 | 116 | function matchesExpected(name, lines) { 117 | console.log(lines.length, expected[name].length); 118 | if (lines.length !== expected[name].length) return false; 119 | for (let i = 0; i < lines.length; i++) { 120 | const x = expected[name][i]; 121 | console.log(x.length, lines[i].rois.length); 122 | if (x.length !== lines[i].rois.length) { 123 | return false; 124 | } 125 | } 126 | return true; 127 | } 128 | } 129 | 130 | async function getExpected() { 131 | const expected = {}; 132 | if (argv.reference) { 133 | try { 134 | const reference = await fs.readFile(resolve(argv.reference), 'utf8'); 135 | const lines = reference 136 | .split(/[\r\n]+/) 137 | .map((l) => l.trim()) 138 | .filter((l) => l !== ''); 139 | for (const line of lines) { 140 | const [name, ...mrz] = line.split(','); 141 | expected[name.replace(extname(name), '')] = mrz; 142 | } 143 | } catch (e) { 144 | console.log('error', e.message); 145 | // error 146 | } 147 | } 148 | return expected; 149 | } 150 | -------------------------------------------------------------------------------- /src/.npmignore: -------------------------------------------------------------------------------- 1 | .npmignore 2 | __tests__ 3 | -------------------------------------------------------------------------------- /src/__tests__/__snapshots__/readMrz.js.snap: -------------------------------------------------------------------------------- 1 | // Jest Snapshot v1, https://goo.gl/fbAQLP 2 | 3 | exports[`test the extraction of MRZ characters on an identity card 1`] = ` 4 | Array [ 5 | "IDFRABERTHIER<<<<<<<<<<<<<<<<<<<<<<<", 6 | "9409923102854CORINNE<<<<<<<6512068F4", 7 | ] 8 | `; 9 | 10 | exports[`test the extraction of MRZ characters on an identity card 2 1`] = ` 11 | Array [ 12 | "P { 12 | const img = await Image.load(path.join(__dirname, 'fixtures/id1.jpg')); 13 | let mrzImage = getMrz(img); 14 | // mrzImage.save('./test.jpg'); 15 | let { mrz } = await readMrz(mrzImage); 16 | expect(mrz).toMatchSnapshot(); 17 | }, 18 | 15000 19 | ); 20 | 21 | it( 22 | 'test the extraction of MRZ characters on an identity card 2', 23 | async () => { 24 | const img = await Image.load(path.join(__dirname, 'fixtures/id2.jpg')); 25 | let mrzImage = getMrz(img); 26 | let { mrz } = await readMrz(mrzImage); 27 | expect(mrz).toMatchSnapshot(); 28 | }, 29 | 15000 30 | ); 31 | -------------------------------------------------------------------------------- /src/getMrz.js: -------------------------------------------------------------------------------- 1 | /* 2 | Port of the python script by Adrian Rosebrock: 3 | https://www.pyimagesearch.com/2015/11/30/detecting-machine-readable-zones-in-passport-images/ 4 | */ 5 | 6 | 'use strict'; 7 | 8 | const radiansDegrees = require('radians-degrees'); 9 | const { Matrix } = require('ml-matrix'); 10 | const { 11 | rotateDEG, 12 | translate, 13 | transform, 14 | applyToPoint, 15 | applyToPoints 16 | } = require('transformation-matrix'); 17 | 18 | const rectKernel = getRectKernel(9, 5); 19 | const sqKernel = getRectKernel(19, 19); 20 | 21 | function getMrz(image, options) { 22 | try { 23 | return internalGetMrz(image, options); 24 | } catch (e) { 25 | return internalGetMrz(image.rotateLeft(), options); 26 | } 27 | } 28 | 29 | function internalGetMrz(image, options = {}) { 30 | const { debug = false, out = {} } = options; 31 | 32 | const original = image; 33 | 34 | const images = out; 35 | 36 | const resized = image.resize({ width: 500 }); 37 | if (debug) images.resized = resized; 38 | 39 | const originalToTreatedRatio = original.width / resized.width; 40 | image = resized.grey(); 41 | if (debug) images.grey = image; 42 | 43 | image = image.gaussianFilter({ radius: 1 }); 44 | if (debug) images.gaussian = image; 45 | 46 | image = image.blackHat({ kernel: rectKernel }); 47 | if (debug) images.blackhat = image; 48 | 49 | image = image.scharrFilter({ 50 | direction: 'x', 51 | bitDepth: 32 52 | }); 53 | image = image.abs(); 54 | image = image.rgba8().grey(); 55 | if (debug) images.scharr = image; 56 | 57 | image = image.close({ 58 | kernel: rectKernel 59 | }); 60 | if (debug) images.close = image; 61 | 62 | image = image.mask({ 63 | algorithm: 'otsu' 64 | }); 65 | if (debug) images.mask = image; 66 | 67 | image = image.close({ kernel: sqKernel }); 68 | if (debug) images.close2 = image; 69 | 70 | image = image.erode({ iterations: 4 }); 71 | image = image.dilate({ iterations: 8 }); 72 | if (debug) images.erode = image; 73 | 74 | const roiManager = resized.getRoiManager(); 75 | roiManager.fromMask(image); 76 | let rois = roiManager.getRois({ 77 | minSurface: 5000 78 | // minWidth: 400 79 | }); 80 | 81 | let masks = rois.map((roi) => roi.getMask()); 82 | rois = rois.map((roi, idx) => { 83 | const rect = masks[idx].minimalBoundingRectangle(); 84 | let d1 = getDistance(rect[0], rect[1]); 85 | let d2 = getDistance(rect[1], rect[2]); 86 | let ratio; 87 | let pt1, pt2; 88 | if (d2 > d1) { 89 | ratio = d2 / d1; 90 | pt1 = rect[1]; 91 | pt2 = rect[2]; 92 | } else { 93 | ratio = d1 / d2; 94 | pt1 = rect[0]; 95 | pt2 = rect[1]; 96 | } 97 | if (pt1[1] < pt2[1]) { 98 | [pt1, pt2] = [pt2, pt1]; 99 | } 100 | 101 | let angle = 102 | radiansDegrees(Math.atan2(pt2[1] - pt1[1], pt2[0] - pt1[0])) % 180; 103 | angle = -angle; 104 | 105 | if (angle > 90) angle -= 180; 106 | return { 107 | meta: { 108 | angle, 109 | ratio 110 | }, 111 | roi: roi 112 | }; 113 | }); 114 | 115 | rois = rois.filter((roi) => checkRatio(roi.meta.ratio)); 116 | 117 | masks = rois.map((roi) => roi.roi.getMask()); 118 | if (rois.length === 0) { 119 | throw new Error('no roi found'); 120 | } 121 | 122 | if (rois.length > 1) { 123 | rois.sort((a, b) => b.roi.surface - a.roi.surface); 124 | } 125 | 126 | if (debug) { 127 | const painted = resized.clone().paintMasks(masks, { 128 | distinctColor: true, 129 | alpha: 50 130 | }); 131 | images.painted = painted; 132 | } 133 | 134 | let toCrop = original; 135 | 136 | const mrzRoi = rois[0]; 137 | let angle = mrzRoi.meta.angle; 138 | let regionTransform; 139 | if (Math.abs(angle) > 45) { 140 | if (angle < 0) { 141 | toCrop = toCrop.rotateRight(); 142 | angle += 90; 143 | regionTransform = transform(translate(toCrop.width, 0), rotateDEG(90)); 144 | } else { 145 | toCrop = toCrop.rotateLeft(); 146 | angle -= 90; 147 | regionTransform = transform(translate(0, toCrop.height), rotateDEG(-90)); 148 | } 149 | } 150 | let mrzCropOptions; 151 | if (Math.abs(angle) < 1) { 152 | mrzCropOptions = { 153 | x: mrzRoi.roi.minX * originalToTreatedRatio, 154 | y: mrzRoi.roi.minY * originalToTreatedRatio, 155 | width: (mrzRoi.roi.maxX - mrzRoi.roi.minX) * originalToTreatedRatio, 156 | height: (mrzRoi.roi.maxY - mrzRoi.roi.minY) * originalToTreatedRatio 157 | }; 158 | if (regionTransform) { 159 | const rotated = applyToPoint(regionTransform, mrzCropOptions); 160 | const tmp = mrzCropOptions.width; 161 | mrzCropOptions.width = mrzCropOptions.height; 162 | mrzCropOptions.height = tmp; 163 | mrzCropOptions.x = rotated.x; 164 | mrzCropOptions.y = rotated.y - mrzCropOptions.height; 165 | } 166 | } else { 167 | // convex hull relative to the original image's viewport 168 | let hull = mrzRoi.roi.mask.monotoneChainConvexHull().map(([x, y]) => ({ 169 | x: (mrzRoi.roi.minX + x) * originalToTreatedRatio, 170 | y: (mrzRoi.roi.minY + y) * originalToTreatedRatio 171 | })); 172 | 173 | if (regionTransform) { 174 | hull = applyToPoints(regionTransform, hull); 175 | } 176 | 177 | const beforeRotate = toCrop; 178 | const afterRotate = beforeRotate.rotate(angle, { 179 | interpolation: 'bilinear' 180 | }); 181 | 182 | const widthDiff = (afterRotate.width - beforeRotate.width) / 2; 183 | const heightDiff = (afterRotate.height - beforeRotate.height) / 2; 184 | 185 | const transformation = transform( 186 | translate(widthDiff, heightDiff), 187 | getRotationAround(beforeRotate, angle) 188 | ); 189 | 190 | const rotatedHull = applyToPoints(transformation, hull); 191 | let minX = Infinity; 192 | let minY = Infinity; 193 | let maxX = -Infinity; 194 | let maxY = -Infinity; 195 | for (const point of rotatedHull) { 196 | if (point.x < minX) minX = point.x; 197 | if (point.x > maxX) maxX = point.x; 198 | if (point.y < minY) minY = point.y; 199 | if (point.y > maxY) maxY = point.y; 200 | } 201 | 202 | minX = Math.max(0, Math.round(minX)); 203 | minY = Math.max(0, Math.round(minY)); 204 | maxX = Math.min(afterRotate.width, Math.round(maxX)); 205 | maxY = Math.min(afterRotate.height, Math.round(maxY)); 206 | 207 | mrzCropOptions = { 208 | x: minX, 209 | y: minY, 210 | width: maxX - minX, 211 | height: maxY - minY 212 | }; 213 | toCrop = afterRotate; 214 | } 215 | 216 | if (mrzCropOptions.y < toCrop.height / 2) { 217 | // image is upside down, turn it back 218 | toCrop = toCrop.rotate(180); 219 | const newXY = applyToPoint(getRotationAround(toCrop, 180), mrzCropOptions); 220 | mrzCropOptions.x = newXY.x - mrzCropOptions.width; 221 | mrzCropOptions.y = newXY.y - mrzCropOptions.height; 222 | } 223 | 224 | let cropped = toCrop.crop(mrzCropOptions); 225 | if (debug) images.crop = cropped; 226 | 227 | return debug ? { images } : cropped; 228 | } 229 | 230 | function getRectKernel(w, h) { 231 | const arr = new Array(w); 232 | arr.fill(new Array(h).fill(1)); 233 | return arr; 234 | } 235 | 236 | function checkRatio(ratio) { 237 | return ratio > 4 && ratio < 12; 238 | } 239 | 240 | function getDistance(p1, p2) { 241 | const dv = getDiffVector(p1, p2); 242 | return Math.sqrt(dv.get(0, 0) * dv.get(0, 0) + dv.get(0, 1) * dv.get(0, 1)); 243 | } 244 | 245 | function getDiffVector(p1, p2) { 246 | const v1 = new Matrix([p1]); 247 | const v2 = new Matrix([p2]); 248 | const dv = v2.sub(v1); 249 | return dv; 250 | } 251 | 252 | function getRotationAround(image, angle) { 253 | const middle = { x: image.width / 2, y: image.height / 2 }; 254 | return transform( 255 | translate(middle.x, middle.y), 256 | rotateDEG(angle), 257 | translate(-middle.x, -middle.y) 258 | ); 259 | } 260 | 261 | module.exports = getMrz; 262 | -------------------------------------------------------------------------------- /src/getRoiStats.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const { getNumberToLetterHeightRatio } = require('./util/rois'); 4 | 5 | module.exports = function getRoiStats(rois) { 6 | return { 7 | numberToLetterHeightRatio: getNumberToLetterHeightRatio(rois) 8 | }; 9 | }; 10 | -------------------------------------------------------------------------------- /src/index.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | module.exports = { 4 | getMrz: require('./getMrz'), 5 | readMrz: require('./readMrz'), 6 | getRoiStats: require('./getRoiStats') 7 | }; 8 | -------------------------------------------------------------------------------- /src/internal/mrzOcr.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const { getLinesFromImage } = require('ocr-tools'); 4 | 5 | const { predictImages } = require('../svm'); 6 | 7 | async function mrzOcr(image, roiOptions = {}) { 8 | let rois; 9 | roiOptions = Object.assign({}, { method: 'svm' }, roiOptions); 10 | let { lines, mask, painted, averageSurface } = getLinesFromImage( 11 | image, 12 | roiOptions 13 | ); 14 | 15 | // A line should have at least 5 ROIS (swiss driving license) 16 | lines = lines.filter((line) => line.rois.length > 5); 17 | 18 | // we keep maximum the last 3 lines 19 | if (lines.length > 3) { 20 | lines = lines.slice(lines.length - 3, lines.length); 21 | } 22 | let ocrResult = []; 23 | 24 | rois = []; 25 | for (let i = 0; i < lines.length; i++) { 26 | const line = lines[i]; 27 | for (let j = 0; j < line.rois.length; j++) { 28 | const roi = line.rois[j]; 29 | rois.push({ 30 | image: image.crop({ 31 | x: roi.minX, 32 | y: roi.minY, 33 | width: roi.width, 34 | height: roi.height 35 | }), 36 | width: roi.width, 37 | height: roi.height, 38 | line: i, 39 | column: j 40 | }); 41 | } 42 | } 43 | 44 | let predicted = await predictImages(rois.map((roi) => roi.image), 'ESC-v2'); 45 | predicted = predicted.map((p) => String.fromCharCode(p)); 46 | predicted.forEach((p, idx) => { 47 | rois[idx].predicted = p; 48 | }); 49 | let count = 0; 50 | for (let line of lines) { 51 | let lineText = ''; 52 | for (let i = 0; i < line.rois.length; i++) { 53 | lineText += predicted[count++]; 54 | } 55 | ocrResult.push(lineText); 56 | } 57 | 58 | return { 59 | rois, 60 | ocrResult, 61 | mask, 62 | painted, 63 | averageSurface 64 | }; 65 | } 66 | 67 | module.exports = mrzOcr; 68 | -------------------------------------------------------------------------------- /src/internal/symbols.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const MRZ = { symbols: [], label: 'mrz' }; 4 | for (let i = '0'.charCodeAt(0); i <= '9'.charCodeAt(0); i++) { 5 | MRZ.symbols.push(i); 6 | } 7 | for (let i = 'A'.charCodeAt(0); i <= 'Z'.charCodeAt(0); i++) { 8 | MRZ.symbols.push(i); 9 | } 10 | MRZ.symbols.push('<'.charCodeAt(0)); 11 | 12 | module.exports = MRZ; 13 | -------------------------------------------------------------------------------- /src/readMrz.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const mrzOcr = require('./internal/mrzOcr'); 4 | const roiOptions = require('./roiOptions'); 5 | 6 | async function readMrz(image, options = {}) { 7 | var { ocrResult, mask, rois } = await mrzOcr(image, roiOptions); 8 | 9 | if (options.saveName) { 10 | mask.save(options.saveName); 11 | } 12 | 13 | return { rois, mrz: ocrResult }; 14 | } 15 | 16 | module.exports = readMrz; 17 | -------------------------------------------------------------------------------- /src/roiOptions.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | module.exports = { 4 | positive: true, 5 | negative: false, 6 | minSurface: 5, 7 | minRatio: 0.3, 8 | maxRatio: 3.0, 9 | algorithm: 'otsu', 10 | randomColors: true 11 | }; 12 | -------------------------------------------------------------------------------- /src/svm.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | const path = require('path'); 3 | 4 | const fs = require('fs-extra'); 5 | const groupBy = require('lodash.groupby'); 6 | const hog = require('hog-features'); 7 | const SVMPromise = Promise.resolve(require('libsvm-js/wasm')); 8 | const Kernel = require('ml-kernel'); 9 | const range = require('lodash.range'); 10 | const uniq = require('lodash.uniq'); 11 | const BSON = require('bson'); 12 | 13 | let SVM; 14 | 15 | async function loadData(dir) { 16 | const { readImages } = require('../src/util/readWrite'); 17 | dir = path.resolve(path.join(__dirname, '..'), dir); 18 | const data = await readImages(dir); 19 | for (let entry of data) { 20 | let { image } = entry; 21 | entry.descriptor = extractHOG(image); 22 | entry.height = image.height; 23 | } 24 | 25 | const groupedData = groupBy(data, (d) => d.card); 26 | for (let card in groupedData) { 27 | const heights = groupedData[card].map((d) => d.height); 28 | const maxHeight = Math.max.apply(null, heights); 29 | const minHeight = Math.min.apply(null, heights); 30 | for (let d of groupedData[card]) { 31 | // This last descriptor is very important to differentiate numbers and letters 32 | // Because with OCR-B font, numbers are slightly higher than numbers 33 | let bonusFeature = 1; 34 | if (minHeight !== maxHeight) { 35 | bonusFeature = (d.height - minHeight) / (maxHeight - minHeight); 36 | } 37 | d.descriptor.push(bonusFeature); 38 | } 39 | } 40 | return data; 41 | } 42 | 43 | function extractHOG(image) { 44 | image = image.scale({ width: 20, height: 20 }); 45 | image = image.pad({ 46 | size: 2 47 | }); 48 | let optionsHog = { 49 | cellSize: 5, 50 | blockSize: 2, 51 | blockStride: 1, 52 | bins: 4, 53 | norm: 'L2' 54 | }; 55 | let hogFeatures = hog.extractHOG(image, optionsHog); 56 | return hogFeatures; 57 | } 58 | 59 | // Get descriptors for images from 1 identity card 60 | function getDescriptors(images) { 61 | const result = []; 62 | for (let image of images) { 63 | result.push(extractHOG(image)); 64 | } 65 | 66 | const heights = images.map((img) => img.height); 67 | const maxHeight = Math.max.apply(null, heights); 68 | const minHeight = Math.min.apply(null, heights); 69 | for (let i = 0; i < images.length; i++) { 70 | const img = images[i]; 71 | let bonusFeature = 1; 72 | if (minHeight !== maxHeight) { 73 | bonusFeature = (img.height - minHeight) / (maxHeight - minHeight); 74 | } 75 | result[i].push(bonusFeature); 76 | } 77 | return result; 78 | } 79 | 80 | function predictImages(images, modelName) { 81 | const Xtest = getDescriptors(images); 82 | return applyModel(modelName, Xtest); 83 | } 84 | 85 | async function applyModel(name, Xtest) { 86 | await loadSVM(); 87 | const { descriptors: descriptorsPath, model: modelPath } = getFilePath(name); 88 | const bson = new BSON(); 89 | const { descriptors: Xtrain, kernelOptions } = bson.deserialize( 90 | await fs.readFile(descriptorsPath) 91 | ); 92 | 93 | const model = await fs.readFile(modelPath, 'utf-8'); 94 | const classifier = SVM.load(model); 95 | const prediction = predict(classifier, Xtrain, Xtest, kernelOptions); 96 | return prediction; 97 | } 98 | 99 | async function createModel(letters, name, SVMOptions, kernelOptions) { 100 | const { descriptors: descriptorsPath, model: modelPath } = getFilePath(name); 101 | const { descriptors, classifier } = await train( 102 | letters, 103 | SVMOptions, 104 | kernelOptions 105 | ); 106 | const bson = new BSON(); 107 | await fs.writeFile( 108 | descriptorsPath, 109 | bson.serialize({ descriptors, kernelOptions }) 110 | ); 111 | await fs.writeFile(modelPath, classifier.serializeModel()); 112 | } 113 | 114 | function predict(classifier, Xtrain, Xtest, kernelOptions) { 115 | const kernel = getKernel(kernelOptions); 116 | const Ktest = kernel 117 | .compute(Xtest, Xtrain) 118 | .addColumn(0, range(1, Xtest.length + 1)); 119 | return classifier.predict(Ktest); 120 | } 121 | 122 | async function train(letters, SVMOptions, kernelOptions) { 123 | await loadSVM(); 124 | let SVMOptionsOneClass = { 125 | type: SVM.SVM_TYPES.ONE_CLASS, 126 | kernel: SVM.KERNEL_TYPES.PRECOMPUTED, 127 | // cost: 0.1, 128 | nu: 0.5, 129 | // gamma: 0.1, 130 | quiet: true 131 | }; 132 | 133 | let SVMNormalOptions = { 134 | type: SVM.SVM_TYPES.C_SVC, 135 | kernel: SVM.KERNEL_TYPES.PRECOMPUTED, 136 | gamma: 1, 137 | quiet: true 138 | }; 139 | 140 | const Xtrain = letters.map((s) => s.descriptor); 141 | const Ytrain = letters.map((s) => s.label); 142 | 143 | const uniqLabels = uniq(Ytrain); 144 | if (uniqLabels.length === 1) { 145 | // eslint-disable-next-line no-console 146 | console.log('training mode: ONE_CLASS'); 147 | SVMOptions = Object.assign({}, SVMOptionsOneClass, SVMOptions, { 148 | kernel: SVM.KERNEL_TYPES.PRECOMPUTED 149 | }); 150 | } else { 151 | SVMOptions = Object.assign({}, SVMNormalOptions, SVMOptions, { 152 | kernel: SVM.KERNEL_TYPES.PRECOMPUTED 153 | }); 154 | } 155 | 156 | let oneClass = SVMOptions.type === SVM.SVM_TYPES.ONE_CLASS; 157 | 158 | var classifier = new SVM(SVMOptions); 159 | let kernel = getKernel(kernelOptions); 160 | 161 | const KData = kernel 162 | .compute(Xtrain) 163 | .addColumn(0, range(1, Ytrain.length + 1)); 164 | classifier.train(KData, Ytrain); 165 | return { classifier, descriptors: Xtrain, oneClass }; 166 | } 167 | 168 | function getFilePath(name) { 169 | const dataDir = path.join(__dirname, '../models'); 170 | const fileBase = path.join(dataDir, name); 171 | return { 172 | descriptors: `${fileBase}.svm.descriptors`, 173 | model: `${fileBase}.svm.model` 174 | }; 175 | } 176 | 177 | async function loadSVM() { 178 | SVM = await SVMPromise; 179 | } 180 | 181 | function getKernel(options) { 182 | options = Object.assign({ type: 'linear' }, options); 183 | return new Kernel(options.type, options); 184 | } 185 | 186 | module.exports = { 187 | applyModel, 188 | createModel, 189 | train, 190 | predict, 191 | extractHOG, 192 | predictImages, 193 | loadData 194 | }; 195 | -------------------------------------------------------------------------------- /src/util/filterOutliersMAD.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const statsMedian = require('ml-array-median'); 4 | // const mean = require('ml-array-mean'); 5 | 6 | module.exports = function (data, threshold, accessor) { 7 | accessor = accessor ? accessor : (x) => x; 8 | threshold = threshold || 3.5; 9 | const newData = data.map(accessor); 10 | const median = statsMedian(newData); 11 | const diff = []; 12 | for (const point of newData) { 13 | diff.push(Math.abs(point - median)); 14 | } 15 | const mad = Math.max(statsMedian(diff), 1); 16 | const zScore = []; 17 | for (const point of diff) { 18 | zScore.push((0.6745 * point) / mad); 19 | } 20 | // for (let [idx, x] of zScore.entries()) { 21 | // console.log(zScore[idx], newData[idx], diff[idx], mad); 22 | // } 23 | return data.filter((point, idx) => zScore[idx] < threshold); 24 | }; 25 | -------------------------------------------------------------------------------- /src/util/readWrite.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const path = require('path'); 4 | 5 | const fs = require('fs-extra'); 6 | const IJS = require('image-js').Image; 7 | 8 | const extensions = ['.png', '.jpeg', '.jpg']; 9 | 10 | async function writeImages(images) { 11 | if (!Array.isArray(images)) { 12 | images = [images]; 13 | } 14 | // eslint-disable-next-line no-await-in-loop 15 | for (let entry of images) { 16 | const { image, filePath, ...metadata } = entry; 17 | if (!image || !filePath) { 18 | throw new Error('image and filePath props are mandatory'); 19 | } 20 | 21 | const baseDir = path.resolve(path.dirname(filePath)); 22 | await fs.mkdirp(baseDir); 23 | const metadataPath = path.join( 24 | baseDir, 25 | path.basename(filePath).replace(path.extname(filePath), '.json') 26 | ); 27 | 28 | await image.save(filePath); 29 | await fs.writeJson(metadataPath, metadata); 30 | } 31 | } 32 | 33 | async function readImages(dir) { 34 | const images = []; 35 | const files = await fs.readdir(dir); 36 | // eslint-disable-next-line no-await-in-loop 37 | for (let file of files) { 38 | const filePath = path.join(dir, file); 39 | const stat = await fs.stat(filePath); 40 | let metadata; 41 | if (stat.isFile()) { 42 | const ext = path.extname(filePath); 43 | if (!extensions.includes(ext.toLowerCase())) { 44 | continue; 45 | } 46 | const image = await IJS.load(filePath); 47 | try { 48 | metadata = await fs.readJson( 49 | path.join(dir, file.replace(ext, '.json')) 50 | ); 51 | } catch (e) { 52 | metadata = {}; 53 | // eslint-disable-next-line no-console 54 | console.log(`no metadata associated to ${filePath} found`); 55 | } 56 | metadata.filePath = filePath; 57 | images.push( 58 | Object.assign(metadata, { 59 | image, 60 | filePath 61 | }) 62 | ); 63 | } else { 64 | const dirImages = await readImages(filePath); 65 | for (let image of dirImages) { 66 | images.push(image); 67 | } 68 | } 69 | } 70 | return images; 71 | } 72 | 73 | module.exports = { 74 | readImages, 75 | writeImages 76 | }; 77 | -------------------------------------------------------------------------------- /src/util/rois.js: -------------------------------------------------------------------------------- 1 | 'use strict'; 2 | 3 | const mean = require('ml-array-mean'); 4 | const groupBy = require('lodash.groupby'); 5 | 6 | const filterMAD = require('./filterOutliersMAD'); 7 | 8 | function getNumberToLetterHeightRatio(card) { 9 | // Filter < char for they can be smaller in some fonts 10 | card = card.filter((c) => c.code !== 60 && c.prediction !== '<'); 11 | // only keep first two lines (not clear why it helps but it does) 12 | card = card.filter((c) => c.line !== 2); 13 | 14 | // console.log('length after filter', card.length); 15 | // console.log(card.length); 16 | // console.log(card.map((c) => c.image.height)); 17 | // console.log('length before MAD filtering', card.length); 18 | card = filterMAD( 19 | card, 20 | 2.5, 21 | // Math.random part is to avoid dividing by zero in certain situations 22 | (card) => card.image.height + Math.random() * 0.01 23 | ); 24 | // console.log('length after MAD filtering', card.length); 25 | const grouped = groupBy(card, (c) => { 26 | const character = c.char || c.predicted; 27 | const code = character.charCodeAt(0); 28 | if (code >= 38 && code <= 57) { 29 | return 'number'; 30 | } else if (code >= 65 && code <= 90) { 31 | return 'letter'; 32 | } else { 33 | return 'other'; 34 | } 35 | }); 36 | 37 | grouped.letter = grouped.letter || []; 38 | grouped.number = grouped.number || []; 39 | // console.log('number of numbers', grouped.number.length); 40 | // console.log('number of letters', grouped.letter.length); 41 | // console.log('other', grouped.other ? grouped.other.length : 0); 42 | const metric = 43 | mean(grouped.number.map((c) => c.image.height)) / 44 | mean(grouped.letter.map((c) => c.image.height)); 45 | // console.log(cardKey, metric); 46 | // features.push(metric); 47 | return metric; 48 | // console.log(card.map((c) => ({ height: c.image.height, c: c.char }))); 49 | // separate chars and 50 | // features.push([getCharHeightRatioDescriptor(card.map((c) => c.image))]); 51 | } 52 | 53 | module.exports = { getNumberToLetterHeightRatio }; 54 | --------------------------------------------------------------------------------