face-validator-sdk
Face Validator SDK
Real-time selfie validation SDK with face detection, powered by MediaPipe. Detects faces, hands, and validates pose, lighting, and occlusions in real-time.
Features
Face Detection (478 landmarks)
- Distance validation: TOO_CLOSE / TOO_FAR
- Centering: Face must be centered in oval guide
- Head pose: Detects tilted or turned head
- Illumination: Validates proper lighting
- Stability: Ensures user stays still before capture
- Multiple faces: Rejects when more than one face detected
Hand Detection (NEW! )
- Hand near face detection: Prevents hand covering face (obstructions)
- 21 landmarks per hand: High precision tracking
- Real-time validation: Instant feedback
Additional Features
- i18n: Portuguese (pt-BR), English (en), Spanish (es)
- Visual feedback: Oval guide with color-coded status
- Debug mode: Visualize landmarks and bounding boxes
- Multiple builds: ESM, CJS, UMD
- GPU accelerated: Powered by MediaPipe with GPU support
Installation (Core SDK)
For any web application (React, Angular, Vue, vanilla JS, Java backend with JS frontend, etc.) that wants to use the core validator:
npm install face-validator-sdk
The SDK declares
@mediapipe/tasks-vision(^0.10.15) as a regular dependency, so it is installed automatically when you installface-validator-sdk.
Quick Start (Core API)
import { FaceValidator, ValidationStatus } from 'face-validator-sdk';
const validator = new FaceValidator({
container: '#selfieContainer',
ui: 'default',
locale: 'pt-BR',
debugMode: false,
mirror: true,
onStatusUpdate: (status, message) => {
console.log(status, message);
},
onCaptureSuccess: (blob) => {
const url = URL.createObjectURL(blob);
document.querySelector('img')!.src = url;
},
onError: (errorType, error) => {
console.error(errorType, error);
}
});
// The validator starts automatically.
// To stop and release resources: validator.destroy();
Validation Status
| Status | Description |
|---|---|
INITIALIZING |
Loading MediaPipe models |
NO_FACE_DETECTED |
No face found in frame |
FACE_DETECTED |
Face detected, validating... |
TOO_CLOSE |
Face too close to camera |
TOO_FAR |
Face too far from camera |
OFF_CENTER |
Face not centered in oval |
FACE_OBSTRUCTED |
Hand covering face or low visibility |
HEAD_NOT_STRAIGHT |
Head tilted or turned |
MULTIPLE_FACES |
More than one face detected |
POOR_ILLUMINATION |
Insufficient lighting |
STAY_STILL |
Hold still for capture |
CAPTURING |
Taking photo... |
SUCCESS |
Capture successful! |
ERROR |
An error occurred |
Configuration Options
interface FaceValidatorOptions {
// UI structure
container?: HTMLElement | string; // Element or selector to auto-render video/canvas and status
ui?: 'default' | 'none'; // Default: 'default'
autoStart?: boolean; // Default: true
mirror?: boolean; // Default: true
// Camera
videoElement?: HTMLVideoElement; // Use if you want to control the video manually
overlayCanvasElement?: HTMLCanvasElement | null;
videoConstraints?: MediaTrackConstraints;
videoWidth?: number;
videoHeight?: number;
// Idioma e debug
locale?: 'pt-BR' | 'en' | 'es';
debugMode?: boolean;
customMessages?: Partial<Record<ValidationStatus, string>>;
// Callbacks
onStatusUpdate?: (status: ValidationStatus, message: string) => void;
onCaptureSuccess?: (imageBlob: Blob) => void;
onError?: (errorType: ValidationStatus, error: Error) => void;
// Thresholds de validacao
minDetectionConfidence?: number;
minIlluminationThreshold?: number;
minFaceSizeFactor?: number;
maxFaceSizeFactor?: number;
stabilizationTimeThreshold?: number;
stabilityMovementThreshold?: number;
minFaceVisibilityScore?: number;
maxHeadTiltDegrees?: number;
maxHandFaceDistance?: number;
// Advanced
modelPath?: string; // Path to MediaPipe WASM (auto-detected via CDN)
}
Usage with React (ReactSelfieCapture)
import { ReactSelfieCapture } from 'face-validator-sdk';
export function SelfieModal() {
const handleCapture = (imageBase64: string | null) => {
if (!imageBase64) return;
// Send the selfie to your API
};
return (
<ReactSelfieCapture
locale="pt-BR"
onCapture={handleCapture}
onDismiss={() => console.log('Modal closed')}
debugMode={false}
labels={{
previewQuestion: 'Check your selfie before saving',
savePhoto: 'Confirm selfie'
}}
/>
);
}
locale: defines the language for messages and labels displayed.onCapture: main callback; receives the base64 image ornullif the user cancels.onDismiss: used to close the modal/dialog when the user clicks cancel.debugMode: enables landmark visualization for debugging.labels: overrides default texts (e.g., preview title and button label).
Usage with Angular (Core API)
import { AfterViewInit, Component, OnDestroy } from '@angular/core';
import { FaceValidator, ValidationStatus } from 'face-validator-sdk';
@Component({
selector: 'app-selfie-dialog',
template: '<div id="selfieContainer"></div>'
})
export class SelfieDialogComponent implements AfterViewInit, OnDestroy {
private validator: FaceValidator | null = null;
ngAfterViewInit(): void {
this.validator = new FaceValidator({
container: '#selfieContainer',
ui: 'none',
locale: 'pt-BR',
debugMode: false,
mirror: true,
onStatusUpdate: (status: ValidationStatus, message: string) => {
console.log(status, message);
},
onCaptureSuccess: (blob: Blob) => {
console.log('Selfie capturada', blob);
},
onError: (errorType: ValidationStatus, error: Error) => {
console.error(errorType, error);
}
});
}
ngOnDestroy(): void {
this.validator?.destroy();
}
}
container: target element where the SDK automatically renders video and canvas.ui: usenoneto render your own UI (status, buttons, etc.).locale: defines the language for SDK messages.debugMode: displays landmarks for debugging during development.mirror: mirrors the camera (selfie default).onStatusUpdate: receives the status and message for you to update the UI.onCaptureSuccess: receives theBlobof the captured selfie for upload/preview.onError: captures camera or model loading errors.
React Component: ReactSelfieCapture
If you are building a React application and want a ready‑to‑use selfie capture UI, the SDK exposes an optional React component that encapsulates:
- Camera access (
getUserMedia) - Validation loop (
FaceValidator) - Overlay drawing (oval + feedback)
- Preview step (photo + buttons)
- i18n for pt-BR, en, es
Installation (React project)
Your React app should already have react and react-dom installed. Then:
npm install face-validator-sdk
@mediapipe/tasks-visionis installed automatically as a dependency of the SDK.reactandreact-domare declared as peerDependencies – they are not bundled inside the package.
Non‑React applications should use the coreFaceValidatorAPI shown above instead ofReactSelfieCapture.
Basic usage
import { ReactSelfieCapture } from 'face-validator-sdk';
function SelfieExample() {
const handleCapture = (imageBase64: string | null) => {
if (imageBase64) {
// send to API, store, etc.
}
};
return (
<ReactSelfieCapture
locale={navigator.language} // 'pt-BR' | 'en' | 'es' (auto-normalized)
onCapture={handleCapture}
onDismiss={() => console.log('Modal closed')}
/>
);
}
Props
type SupportedLocale = 'pt-BR' | 'en' | 'es';
type SelfieCaptureStyles = {
container?: React.CSSProperties;
media?: React.CSSProperties;
messageBanner?: React.CSSProperties;
primaryButton?: React.CSSProperties;
secondaryButton?: React.CSSProperties;
};
type SelfieCaptureUILabelOverrides = Partial<{
previewQuestion: string;
savePhoto: string;
tryAgain: string;
cancel: string;
}>;
interface ReactSelfieCaptureProps {
onCapture: (image: string | null) => void; // base64 data URL or null on cancel
onDismiss?: () => void;
// Behaviour
locale?: SupportedLocale | string; // Default: 'pt-BR' (auto-normalized)
videoWidth?: number; // Default: 512
videoHeight?: number; // Default: 384
debugMode?: boolean; // Default: false
modelPath?: string; // Optional MediaPipe WASM path; if omitted, uses internal CDN default
// Visual customization (inline styles)
styles?: SelfieCaptureStyles;
// Optional UI labels override (per-locale defaults exist)
labels?: SelfieCaptureUILabelOverrides;
}
Labels and i18n
By default, the component renders UI labels in Portuguese (pt-BR), English (en) or Spanish (es):
- Preview question (“O que você achou?” / “What do you think?” / “¿Qué te pareció?”)
- Buttons (“Salvar foto”, “Tentar novamente”, “Cancelar”, etc.)
You can override any of these without having to set up an external i18n layer:
<ReactSelfieCapture
locale="pt-BR"
onCapture={handleCapture}
labels={{
previewQuestion: 'Confira sua selfie antes de salvar',
savePhoto: 'Confirmar selfie',
}}
/>
Styling
The component ships with a sensible default layout, but you can tweak it via the styles prop:
<ReactSelfieCapture
onCapture={handleCapture}
styles={{
container: { borderRadius: 24 },
media: { borderRadius: 16 },
messageBanner: { backgroundColor: '#f0f9ff', color: '#0369a1' },
primaryButton: { backgroundColor: '#2563eb', borderColor: '#2563eb' },
secondaryButton: { borderRadius: 9999 },
}}
/>;
Tip: you can wrap
ReactSelfieCapturein your own modal/dialog and passonDismissto close it from the Cancel button.
Architecture
MediaPipe Integration
The SDK uses two MediaPipe models running in parallel:
- FaceLandmarker: 478 facial landmarks + face detection
- HandLandmarker: 21 hand landmarks per hand
Why MediaPipe?
Migrated from face-api.js (discontinued 2021) to MediaPipe (Google):
| Feature | face-api.js | MediaPipe |
|---|---|---|
| Landmarks | 68 points | 478 points |
| Hand detection | None | 21 pts/hand |
| Maintenance | Discontinued | Active (Google) |
| Performance | CPU only | GPU accelerated |
| Accuracy | ~60-70% | ~90-95% |
| Model size | ~8MB | ~15MB |
Contributing
Contributions are welcome! Please:
- Fork the repository
- Create a feature branch:
git checkout -b feature/amazing-feature - Commit changes:
git commit -m 'feat: add amazing feature' - Push to branch:
git push origin feature/amazing-feature - Open a Pull Request
License
MIT License - see LICENSE file for details.
Acknowledgments
- MediaPipe by Google
- face-api.js (original inspiration)
Support
- Report Bug
- Request Feature
- Contact: GitHub Profile