@tensorflow-models/body-pix
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Pretrained BodyPix model in TensorFlow.js
31 lines (30 loc) • 1.14 kB
TypeScript
import * as tfconv from '@tensorflow/tfjs-converter';
import * as tf from '@tensorflow/tfjs-core';
import { BodyPixOutputStride } from './types';
export declare abstract class BaseModel {
protected readonly model: tfconv.GraphModel;
readonly outputStride: BodyPixOutputStride;
constructor(model: tfconv.GraphModel, outputStride: BodyPixOutputStride);
abstract preprocessInput(input: tf.Tensor3D): tf.Tensor3D;
predict(input: tf.Tensor3D): {
heatmapScores: tf.Tensor3D;
offsets: tf.Tensor3D;
displacementFwd: tf.Tensor3D;
displacementBwd: tf.Tensor3D;
segmentation: tf.Tensor3D;
partHeatmaps: tf.Tensor3D;
longOffsets: tf.Tensor3D;
partOffsets: tf.Tensor3D;
};
abstract nameOutputResults(results: tf.Tensor3D[]): {
heatmap: tf.Tensor3D;
offsets: tf.Tensor3D;
displacementFwd: tf.Tensor3D;
displacementBwd: tf.Tensor3D;
segmentation: tf.Tensor3D;
partHeatmaps: tf.Tensor3D;
longOffsets: tf.Tensor3D;
partOffsets: tf.Tensor3D;
};
dispose(): void;
}