face-api/src/ops/normalize.ts

14 lines
483 B
TypeScript

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);
});
}