a modular, customizable smart mirror based on face recognition!
I did not find any existing smart mirror project with face recognition and multi profile support. Also, I wanted to try out electron.
A smart mirror presents widgets to the user. This is done by using a flat screen behind a spy mirror. The screen must be completely black, so that only the widgets are visible on the front.
This project is under construction! Many things are not in their final state. Especially the configuration website is highly provisionally and still in its poc state. Feel free to build own widgets as described below!
The project runs an electron app which continously detects faces. This is done by using justadudewhohacks tensorflow based face-api.js.
Users can register via a web frontend. The page is hosted on express inside a electron renderer process. Communication between the frontend and the main app is done using the database and inter process communication.
If a face is detected, the descriptors are compared to the database. If a registered user is identified, his profile (his selected widgets and personal widget settings) are loaded.
Note that the black area is where the user sees himself inside the mirror :)
The application runs on electron. The express instance for the configuration website is spawned on a electron renderer process.
The mirror is divided into services:
dataadapter
The DataAdapter is the interface to the database. It provides repositories for all data types. The database itself is sqlite.
facerecognitionservice
This service uses faceapi.js to detect faces and to compare them to stored face descriptors in the database. If a user is identified, it notifies the mirror service via events.
mirrorservice
This is the main "worker" which presents widets to the user and decides when to load a new profile.
-
Clone the project
-
Restore all dependencies
npm install -
Rebuild the packages for electron as documented here
Linux:$(npm bin)/electron-rebuildWindows:.\node_modules\.bin\electron-rebuild.cmd -
Run the app
npm start
As I mentioned, contribution is highly appreciated. Feel free to create a pull requests or to open issues. The code is (more or less) documented.
Creating own widgets is very easy. Instantiation, presentation and the presentation of the user settings on the configuration page is all handled by the mirror. To make that work, your widget has to extend the base class Widget. If your widget has configurable settings, you also have to create a class Settings class, which extends the settings base class WidgetSettings.
On startup, the mirror service queries the directory Widgets for export.js files. In that file, a widget must export a factory which the mirror can use to create a widget instance.
The mirror will then create the widget and store the configurable settings in the database.
A user can enable the widget on the web interface. He can also configure the widget according to the configurable settings specified in the Settings class.
If the registered user looks into the mirror and his face gets recognized, the database is queried for his enabled widgets and his user specific settings. A Settings object is created from the data (according to the specific settings class) and is passed to the widget along with the containing parent Div. Then the widget base classes Load() method is called.
Following widget "Test" will present a message, which the user can configure on the web interface:
I enabled the widget, set it to the upper left corner and set the presentation value to "Hallöle".
Once my face is recognized, the mirror will greet me and show my widgets:
We create a new Directory Widget_Test inside the widget directory. Inside that we create the files Widget_Test.ts, Widget_Test_Settings.ts and export.ts.
.
├── ...
├── src
│ ├── Widgets # Where our widgets live
│ │ ├── Widget_Test # One folder per widget
│ │ │ ├── Widget_Test.ts # The widget class with all logic and code
│ │ │ ├── Widget_Settings.ts # The settings class, which will make the widget configurable
│ │ │ ├── export.ts # The exported factory
The settings class must extend the abstract class WidgetSettings. This makes sure, that the user can configure the default values Enabled, Div and Row. The class is also used by the mirror service to store all setting items in the database.
import { WidgetSettings, WidgetSettingsItem, WidgetSettingsItemType } from "../WidgetSetting";
import * as Data from "../../Services/export";
export class TestWidgetSettings extends WidgetSettings {
public TestText: string;
public TestOption: string;
constructor() {
super([
new WidgetSettingsItem("TestText", "Test Text", "Dies ist nur ein Test", false, WidgetSettingsItemType.TEXT, null, "TestWert"),
new WidgetSettingsItem("TestOption", "Test Option", "Dies ist auch nur ein Test", false, WidgetSettingsItemType.OPTION, "Optionswert1|Optionswert2", null)
]);
}
}
For each setting item we must pass a defition to the constructor of WidgetSettings. This will probably change to annotations / decorators in the future.
The signature of the WidgetSettings classes constructor reads as follows:
constructor(key: string, friendlyName: string, description: string, readOnly: boolean, type: WidgetSettingsItemType, options: string, presetValue: any)
As you can see, this corresponds directly to the display on the user interface.
The Widget class must extend the base class Widget. This makes sure the widget provides basic metadata information which is presented to the user on the web interface. The base class will also handle when to show the widget, since it listens to the currentUserChangedEvent of the mirror service. It will also query the database for the corresponding WidgetSettings object.
All the widget developer has to do, is to overwrite the abstract methods Load() (when the user first looks into the mirror) and Refresh() (when the same user looks into the mirror after a certain time threshold).
import * as Services from "../../Services/export";
import { Widget } from "../Widget";
import { TestWidgetSettings } from "./Widget_Test_Settings";
export class Test extends Widget {
constructor(dataAdapter: Services.DataAdapter, mirrorService: Services.MirrorService){
super(
new TestWidgetSettings(),
dataAdapter,
mirrorService,
"Test",
1,
"Mein TestWidget",
"Luka"
);
}
public Load(): void {
this.Div.innerHTML += `<div style="font-size:45px; color:white">${(<TestWidgetSettings>this.WidgetSettings).TestText}</div>`;
}
public Refresh(): void {
}
}
As you can see, we pass our meta data to the base classes constructor. In the Load() method, we simply read the configured value TestText and display it in the Div. The property Div is part of the base class and will be set just before the Load() method is called.