NobeGroom | Headless Face Mesh

The Philosophy

NobeGroom is a headless, UI-free React Native library designed for high-performance facial analysis.
It prioritizes raw data over pre-built components, giving you the freedom to render facial meshes using Skia, SVG, or Canvas without being locked into a specific UI engine.

Features

Detection Scores

Direct mapping of detection_scores for precise filtering and confidence thresholds.

Zero-Bridge JSI

Built on react-native-fast-tflite for near-native inference speeds.

Headless Control

Pure logic for landmark extraction. No mandatory camera components or styles.

Installation

npm install @nobegroom/react-native-tflite react-native-fast-tflite react-native-image-resizer

Usage

import { FaceDetector, FaceMeshMapper } from '@nobegroom/react-native-tflite';

const detector = new FaceDetector();
const mapper = new FaceMeshMapper();

const processFace = async (imageUri) => {
    const box = await detector.detect(imageUri, 0.85);

    if (box) {
        const mesh = await mapper.extractFeatures(imageUri, box);
        console.log("Score:", box.detection_scores);
        console.log("Left Eye:", mesh.features.leftEye);
    }
};

Face Indices

| Key | Description | Points | |------------|-------------------------------------|--------| | faceOval | Outline of the face | 36 | | lips | Upper, Lower, and Inner paths | 80 | | irises | Left and Right iris boundaries | 10 |

Built by NobeGroom • 2026
A simple, high-performance facial toolkit for React Native.