@vladmandic/face-api/src/ops/normalize.ts

FaceAPI: AI-powered Face Detection & Rotation Tracking, Face Description & Recognition, Age & Gender & Emotion Prediction for Browser and NodeJS using TensorFlow/JS

import * as tf from '../../dist/tfjs.esm';

export function normalize(x: tf.Tensor4D, meanRgb: number[]): tf.Tensor4D {
  return tf.tidy(() => {
    const [r, g, b] = meanRgb;
    const avg_r = tf.fill([...x.shape.slice(0, 3), 1], r, 'float32');
    const avg_g = tf.fill([...x.shape.slice(0, 3), 1], g, 'float32');
    const avg_b = tf.fill([...x.shape.slice(0, 3), 1], b, 'float32');
    const avg_rgb = tf.concat([avg_r, avg_g, avg_b], 3);

    return tf.sub(x, avg_rgb);
  });
}