/quagga2

An advanced barcode-scanner written in Javascript and TypeScript - Continuation from https://github.com/serratus/quaggajs

Primary LanguageTypeScriptMIT LicenseMIT

quagga2

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This is a fork of the original QuaggaJS library, that will be maintained until such time as the original author and maintainer returns, or it has been completely replaced by built-in browser and node functionality.

What is QuaggaJS?

QuaggaJS is a barcode-scanner entirely written in JavaScript supporting real- time localization and decoding of various types of barcodes such as EAN, CODE 128, CODE 39, EAN 8, UPC-A, UPC-C, I2of5, 2of5, CODE 93, CODE 32 and CODABAR. The library is also capable of using getUserMedia to get direct access to the user's camera stream. Although the code relies on heavy image-processing even recent smartphones are capable of locating and decoding barcodes in real-time.

Try some examples and check out the blog post (How barcode-localization works in QuaggaJS) if you want to dive deeper into this topic.

teaserteaser

Yet another barcode library?

This is not yet another port of the great zxing library, but more of an extension to it. This implementation features a barcode locator which is capable of finding a barcode-like pattern in an image resulting in an estimated bounding box including the rotation. Simply speaking, this reader is invariant to scale and rotation, whereas other libraries require the barcode to be aligned with the viewport.

Quagga makes use of many modern Web-APIs which are not implemented by all browsers yet. There are two modes in which Quagga operates:

  1. analyzing static images and
  2. using a camera to decode the images from a live-stream.

The latter requires the presence of the MediaDevices API. You can track the compatibility of the used Web-APIs for each mode:

Static Images

The following APIs need to be implemented in your browser:

Live Stream

In addition to the APIs mentioned above:

Important: Accessing getUserMedia requires a secure origin in most browsers, meaning that http:// can only be used on localhost. All other hostnames need to be served via https://. You can find more information in the Chrome M47 WebRTC Release Notes.

Feature-detection of getUserMedia

Every browser seems to differently implement the mediaDevices.getUserMedia API. Therefore it's highly recommended to include webrtc-adapter in your project.

Here's how you can test your browser's capabilities:

if (navigator.mediaDevices && typeof navigator.mediaDevices.getUserMedia === 'function') {
  // safely access `navigator.mediaDevices.getUserMedia`
}

The above condition evaluates to:

Browser result
Edge true
Chrome true
Firefox true
IE 11 false
Safari iOS true

Quagga2 can be installed using npm, or by including it with the script tag.

NPM

> npm install --save @ericblade/quagga2

And then import it as dependency in your project:

import Quagga from '@ericblade/quagga2'; // ES6
const Quagga = require('@ericblade/quagga2').default; // Common JS (important: default)

Currently, the full functionality is only available through the browser. When using QuaggaJS within node, only file-based decoding is available. See the example for node_examples.

Using with script tag

You can simply include dist/quagga.min.js in your project and you are ready to go. The script exposes the library on the global namespace under Quagga.

For starters, have a look at the examples to get an idea where to go from here.

There is a separate example for using quagga2 with ReactJS

New in Quagga2 is the ability to specify external reader modules. Please see quagga2-reader-qr. This repository includes a sample external reader that can read complete images, and decode QR codes. A test script is included to demonstrate how to use an external reader in your project.

Quagga2 exports the BarcodeReader prototype, which should also allow you to create new barcode reader implementations using the base BarcodeReader implementation inside Quagga2. The QR reader does not make use of this functionality, as QR is not picked up as a barcode in BarcodeReader.

You can build the library yourself by simply cloning the repo and typing:

> npm install
> npm run build

or using Docker:

> docker build --tag quagg2/build .
> docker run -v $(pwd):/quagga2 quagga2/build npm install
> docker run -v $(pwd):/quagga2 quagga2/build npm run build

it's also possible to use docker-compose:

> docker-compose run nodejs npm install
> docker-compose run nodejs npm run build

Note: when using Docker or docker-compose the build artifacts will end up in dist/ as usual thanks to the bind-mount.

This npm script builds a non optimized version quagga.js and a minified version quagga.min.js and places both files in the dist folder. Additionally, a quagga.map source-map is placed alongside these files. This file is only valid for the non-uglified version quagga.js because the minified version is altered after compression and does not align with the map file any more.

If you are working on a project that includes quagga, but you need to use a development version of quagga, then you can run from the quagga directory:

npm install && npm run build && npm link

then from the other project directory that needs this quagga, do

npm link @ericblade/quagga2

When linking is successful, all future runs of 'npm run build' will update the version that is linked in the project. When combined with an application using webpack-dev-server or some other hot-reload system, you can do very rapid iteration this way.

Node

The code in the dist folder is only targeted to the browser and won't work in node due to the dependency on the DOM. For the use in node, the build command also creates a quagga.js file in the lib folder.

You can check out the examples to get an idea of how to use QuaggaJS. Basically the library exposes the following API:

This method initializes the library for a given configuration config (see below) and invokes the callback(err) when Quagga has finished its bootstrapping phase. The initialization process also requests for camera access if real-time detection is configured. In case of an error, the err parameter is set and contains information about the cause. A potential cause may be the inputStream.type is set to LiveStream, but the browser does not support this API, or simply if the user denies the permission to use the camera.

If you do not specify a target, QuaggaJS would look for an element that matches the CSS selector #interactive.viewport (for backwards compatibility). target can be a string (CSS selector matching one of your DOM node) or a DOM node.

Quagga.init({
    inputStream : {
      name : "Live",
      type : "LiveStream",
      target: document.querySelector('#yourElement')    // Or '#yourElement' (optional)
    },
    decoder : {
      readers : ["code_128_reader"]
    }
  }, function(err) {
      if (err) {
          console.log(err);
          return
      }
      console.log("Initialization finished. Ready to start");
      Quagga.start();
  });

Quagga.start()

When the library is initialized, the start() method starts the video-stream and begins locating and decoding the images.

Quagga.stop()

If the decoder is currently running, after calling stop() the decoder does not process any more images. Additionally, if a camera-stream was requested upon initialization, this operation also disconnects the camera.

Quagga.onProcessed(callback)

This method registers a callback(data) function that is called for each frame after the processing is done. The data object contains detailed information about the success/failure of the operation. The output varies, depending whether the detection and/or decoding were successful or not.

Quagga.onDetected(callback)

Registers a callback(data) function which is triggered whenever a barcode- pattern has been located and decoded successfully. The passed data object contains information about the decoding process including the detected code which can be obtained by calling data.codeResult.code.

Quagga.decodeSingle(config, callback)

In contrast to the calls described above, this method does not rely on getUserMedia and operates on a single image instead. The provided callback is the same as in onDetected and contains the result data object.

Quagga.offProcessed(handler)

In case the onProcessed event is no longer relevant, offProcessed removes the given handler from the event-queue. When no handler is passed, all handlers are removed.

Quagga.offDetected(handler)

In case the onDetected event is no longer relevant, offDetected removes the given handler from the event-queue. When no handler is passed, all handlers are removed.

The callbacks passed into onProcessed, onDetected and decodeSingle receive a data object upon execution. The data object contains the following information. Depending on the success, some fields may be undefined or just empty.

{
  "codeResult": {
    "code": "FANAVF1461710",  // the decoded code as a string
    "format": "code_128", // or code_39, codabar, ean_13, ean_8, upc_a, upc_e
    "start": 355,
    "end": 26,
    "codeset": 100,
    "startInfo": {
      "error": 1.0000000000000002,
      "code": 104,
      "start": 21,
      "end": 41
    },
    "decodedCodes": [{
      "code": 104,
      "start": 21,
      "end": 41
    },
    // stripped for brevity
    {
      "error": 0.8888888888888893,
      "code": 106,
      "start": 328,
      "end": 350
    }],
    "endInfo": {
      "error": 0.8888888888888893,
      "code": 106,
      "start": 328,
      "end": 350
    },
    "direction": -1
  },
  "line": [{
    "x": 25.97278706156836,
    "y": 360.5616435369468
  }, {
    "x": 401.9220519377024,
    "y": 70.87524989906444
  }],
  "angle": -0.6565217179979483,
  "pattern": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, /* ... */ 1],
  "box": [
    [77.4074243622672, 410.9288668804402],
    [0.050203235235130705, 310.53619724086366],
    [360.15706727788256, 33.05711026051813],
    [437.5142884049146, 133.44977990009465]
  ],
  "boxes": [
    [
      [77.4074243622672, 410.9288668804402],
      [0.050203235235130705, 310.53619724086366],
      [360.15706727788256, 33.05711026051813],
      [437.5142884049146, 133.44977990009465]
    ],
    [
      [248.90769330706507, 415.2041489551161],
      [198.9532321622869, 352.62160512937635],
      [339.546160777576, 240.3979259789976],
      [389.5006219223542, 302.98046980473737]
    ]
  ]
}

The configuration that ships with QuaggaJS covers the default use-cases and can be fine-tuned for specific requirements.

The configuration is managed by the config object defining the following high-level properties:

{
  numOfWorkers: 4,
  locate: true,
  inputStream: {...},
  frequency: 10,
  decoder:{...},
  locator: {...},
  debug: false,
}

numOfWorkers

NOTE: As of quagga2 v0.0.13, numOfWorkers has been disabled. The library needs a major restructuring to properly handle Worker threads, and that restructuring is on-going at the moment, to solve other problems as well. It will be re-enabled in the future. As a result, the numOfWorkers setting is ALWAYS 0.

QuaggaJS supports web-workers out of the box and runs with 4 workers in its default configuration. The number should align with the number of cores available in your targeted devices.

In case you don't know the number upfront, or if the variety of devices is too big, you can either use navigator.hardwareConcurrency (see here) where available or make use of core-estimator.

locate

One of the main features of QuaggaJS is its ability to locate a barcode in a given image. The locate property controls whether this feature is turned on (default) or off.

Why would someone turn this feature off? Localizing a barcode is a computationally expensive operation and might not work properly on some devices. Another reason would be the lack of auto-focus producing blurry images which makes the localization feature very unstable.

However, even if none of the above apply, there is one more case where it might be useful to disable locate: If the orientation, and/or the approximate position of the barcode is known, or if you want to guide the user through a rectangular outline. This can increase performance and robustness at the same time.

inputStream

The inputStream property defines the sources of images/videos within QuaggaJS.

{
  name: "Live",
  type: "LiveStream",
  constraints: {
    width: 640,
    height: 480,
    facingMode: "environment",
    deviceId: "7832475934759384534"
  },
  area: { // defines rectangle of the detection/localization area
    top: "0%",    // top offset
    right: "0%",  // right offset
    left: "0%",   // left offset
    bottom: "0%"  // bottom offset
  },
  singleChannel: false // true: only the red color-channel is read
}

First, the type property can be set to three different values: ImageStream, VideoStream, or LiveStream (default) and should be selected depending on the use-case. Most probably, the default value is sufficient.

Second, the constraint key defines the physical dimensions of the input image and additional properties, such as facingMode which sets the source of the user's camera in case of multiple attached devices. Additionally, if required, the deviceId can be set if the selection of the camera is given to the user. This can be easily achieved via MediaDevices.enumerateDevices()

Thirdly, the area prop restricts the decoding area of the image. The values are given in percentage, similar to the CSS style property when using position: absolute. This area is also useful in cases the locate property is set to false, defining the rectangle for the user.

The last key singleChannel is only relevant in cases someone wants to debug erroneous behavior of the decoder. If set to true the input image's red color-channel is read instead of calculating the gray-scale values of the source's RGB. This is useful in combination with the ResultCollector where the gray-scale representations of the wrongly identified images are saved.

frequency

This top-level property controls the scan-frequency of the video-stream. It's optional and defines the maximum number of scans per second. This renders useful for cases where the scan-session is long-running and resources such as CPU power are of concern.

decoder

QuaggaJS usually runs in a two-stage manner (locate is set to true) where, after the barcode is located, the decoding process starts. Decoding is the process of converting the bars into its true meaning. Most of the configuration options within the decoder are for debugging/visualization purposes only.

{
  readers: [
    'code_128_reader'
  ],
  debug: {
      drawBoundingBox: false,
      showFrequency: false,
      drawScanline: false,
      showPattern: false
  }
  multiple: false
}

The most important property is readers which takes an array of types of barcodes which should be decoded during the session. Possible values are:

  • code_128_reader (default)
  • ean_reader
  • ean_8_reader
  • code_39_reader
  • code_39_vin_reader
  • codabar_reader
  • upc_reader
  • upc_e_reader
  • i2of5_reader
  • 2of5_reader
  • code_93_reader
  • code_32_reader

Why are not all types activated by default? Simply because one should explicitly define the set of barcodes for their use-case. More decoders means more possible clashes, or false-positives. One should take care of the order the readers are given, since some might return a value even though it is not the correct type (EAN-13 vs. UPC-A).

The multiple property tells the decoder if it should continue decoding after finding a valid barcode. If multiple is set to true, the results will be returned as an array of result objects. Each object in the array will have a box, and may have a codeResult depending on the success of decoding the individual box.

The remaining properties drawBoundingBox, showFrequency, drawScanline and showPattern are mostly of interest during debugging and visualization.

The default setting for ean_reader is not capable of reading extensions such as EAN-2 or EAN-5. In order to activate those supplements you have to provide them in the configuration as followed:

decoder: {
    readers: [{
        format: "ean_reader",
        config: {
            supplements: [
                'ean_5_reader', 'ean_2_reader'
            ]
        }
    }]
}

Beware that the order of the supplements matters in such that the reader stops decoding when the first supplement was found. So if you are interested in EAN-2 and EAN-5 extensions, use the order depicted above.

It's important to mention that, if supplements are supplied, regular EAN-13 codes cannot be read any more with the same reader. If you want to read EAN-13 with and without extensions you have to add another ean_reader reader to the configuration.

locator

The locator config is only relevant if the locate flag is set to true. It controls the behavior of the localization-process and needs to be adjusted for each specific use-case. The default settings are simply a combination of values which worked best during development.

Only two properties are relevant for the use in Quagga (halfSample and patchSize) whereas the rest is only needed for development and debugging.

{
  halfSample: true,
  patchSize: "medium", // x-small, small, medium, large, x-large
  debug: {
    showCanvas: false,
    showPatches: false,
    showFoundPatches: false,
    showSkeleton: false,
    showLabels: false,
    showPatchLabels: false,
    showRemainingPatchLabels: false,
    boxFromPatches: {
      showTransformed: false,
      showTransformedBox: false,
      showBB: false
    }
  }
}

The halfSample flag tells the locator-process whether it should operate on an image scaled down (half width/height, quarter pixel-count ) or not. Turning halfSample on reduces the processing-time significantly and also helps finding a barcode pattern due to implicit smoothing. It should be turned off in cases where the barcode is really small and the full resolution is needed to find the position. It's recommended to keep it turned on and use a higher resolution video-image if needed.

The second property patchSize defines the density of the search-grid. The property accepts strings of the value x-small, small, medium, large and x-large. The patchSize is proportional to the size of the scanned barcodes. If you have really large barcodes which can be read close-up, then the use of large or x-large is recommended. In cases where the barcode is further away from the camera lens (lack of auto-focus, or small barcodes) then it's advised to set the size to small or even x-small. For the latter it's also recommended to crank up the resolution in order to find a barcode.

Examples

The following example takes an image src as input and prints the result on the console. The decoder is configured to detect Code128 barcodes and enables the locating-mechanism for more robust results.

Quagga.decodeSingle({
    decoder: {
        readers: ["code_128_reader"] // List of active readers
    },
    locate: true, // try to locate the barcode in the image
    src: '/test/fixtures/code_128/image-001.jpg' // or 'data:image/jpg;base64,' + data
}, function(result){
    if(result.codeResult) {
        console.log("result", result.codeResult.code);
    } else {
        console.log("not detected");
    }
});

The following example illustrates the use of QuaggaJS within a node environment. It's almost identical to the browser version with the difference that node does not support web-workers out of the box. Therefore the config property numOfWorkers must be explicitly set to 0.

var Quagga = require('quagga').default;

Quagga.decodeSingle({
    src: "image-abc-123.jpg",
    numOfWorkers: 0,  // Needs to be 0 when used within node
    inputStream: {
        size: 800  // restrict input-size to be 800px in width (long-side)
    },
    decoder: {
        readers: ["code_128_reader"] // List of active readers
    },
}, function(result) {
    if(result.codeResult) {
        console.log("result", result.codeResult.code);
    } else {
        console.log("not detected");
    }
});

A growing collection of tips & tricks to improve the various aspects of Quagga.

Working with Cordova / PhoneGap?

If you're having issues getting a mobile device to run Quagga using Cordova, you might try the code here: [Original Repo Issue #94 Comment][serratus/quaggaJS#94 (comment)]

let permissions = cordova.plugins.permissions; permissions.checkPermission(permissions.CAMERA,
(res) => { if (!res.hasPermission) { permissions.requestPermission(permissions.CAMERA, open());

Thanks, @chrisrodriguezmbww !

Barcodes too small?

Barcodes too far away from the camera, or a lens too close to the object result in poor recognition rates and Quagga might respond with a lot of false-positives.

Starting in Chrome 59 you can now make use of capabilities and directly control the zoom of the camera. Head over to the web-cam demo and check out the Zoom feature.

You can read more about those capabilities in Let's light a torch and explore MediaStreamTrack's capabilities

Video too dark?

Dark environments usually result in noisy images and therefore mess with the recognition logic.

Since Chrome 59 you can turn on/off the Torch of your device and vastly improve the quality of the images. Head over to the web-cam demo and check out the Torch feature.

To find out more about this feature read on.

Handling false positives

Most readers provide an error object that describes the confidence of the reader in it's accuracy. There are strategies you can implement in your application to improve what your application accepts as acceptable input from the barcode scanner, in this thread.

If you choose to explore check-digit validation, you might find barcode-validator a useful library.

Tests

Tests are performed with Cypress for browser testing, and Mocha, Chai, and SinonJS for Node.JS testing. (note that Cypress also uses Mocha, Chai, and Sinon, so tests that are not browser specific can be run virtually identically in node without duplication of code)

Coverage reports are generated in the coverage/ folder.

> npm install
> npm run test

Using Docker:

> docker build --tag quagga2/build .
> docker run -v $(pwd):/quagga2 npm install
> docker run -v $(pwd):/quagga2 npm run test

or using docker-compose:

> docker-compose run nodejs npm install
> docker-compose run nodejs npm run test

We prefer that Unit tests be located near the unit being tested -- the src/quagga/transform module, for example, has it's test suite located at src/quagga/test/transform.spec.ts. Likewise, src/locator/barcode_locator test is located at src/locator/test/barcode_locator.spec.ts .

If you have browser or node specific tests, that must be written differently per platform, or do not apply to one platform, then you may add them to src/{filelocation}/test/browser or .../test/node. See also src/analytics/test/browser/result_collector.spec.ts, which contains browser specific code.

If you add a new test file, you should also make sure to import it in either cypress/integration/browser.spec.ts, for browser-specific tests, or cypress/integration/universal.spec.ts, for tests that can be run both in node and in browser. Node.JS testing is performed using the power of file globbing, and will pick up your tests, so long as they conform to the existing test file directory and name patterns.

Image Debugging

In case you want to take a deeper dive into the inner workings of Quagga, get to know the debugging capabilities of the current implementation. The various flags exposed through the config object give you the ability to visualize almost every step in the processing. Because of the introduction of the web-workers, and their restriction not to have access to the DOM, the configuration must be explicitly set to config.numOfWorkers = 0 in order to work.

Quagga is not perfect by any means and may produce false positives from time to time. In order to find out which images produced those false positives, the built-in ResultCollector will support you and me helping squashing bugs in the implementation.

Creating a ResultCollector

You can easily create a new ResultCollector by calling its create method with a configuration.

var resultCollector = Quagga.ResultCollector.create({
    capture: true, // keep track of the image producing this result
    capacity: 20,  // maximum number of results to store
    blacklist: [   // list containing codes which should not be recorded
        {code: "3574660239843", format: "ean_13"}],
    filter: function(codeResult) {
        // only store results which match this constraint
        // returns true/false
        // e.g.: return codeResult.format === "ean_13";
        return true;
    }
});

Using a ResultCollector

After creating a ResultCollector you have to attach it to Quagga by calling Quagga.registerResultCollector(resultCollector).

Reading results

After a test/recording session, you can now print the collected results which do not fit into a certain schema. Calling getResults on the resultCollector returns an Array containing objects with:

{
    codeResult: {}, // same as in onDetected event
    frame: "data:image/png;base64,iVBOR..." // dataURL of the gray-scaled image
}

The frame property is an internal representation of the image and therefore only available in gray-scale. The dataURL representation allows easy saving/rendering of the image.

Comparing results

Now, having the frames available on disk, you can load each single image by calling decodeSingle with the same configuration as used during recording . In order to reproduce the exact same result, you have to make sure to turn on the singleChannel flag in the configuration when using decodeSingle.