ONNX Model Zoo

a414166402/DepthSmall

By a414166402 · ↓ 7 · ♥ 3 · Updated 2024-01-30

What's in this repo

This page lists the files in a414166402/DepthSmall, including model.onnx, model_quantized.onnx.

  • 2 ONNX models (.onnx files)
  • 8 files, including 3 .json, 2 .onnx, 1 .md
  • Last updated 2024-01-30

ONNX files

File Size Download
onnx/model.onnx — Download
onnx/model_quantized.onnx — Download

How to use

These ONNX files can be loaded with ONNX Runtime. To inspect a model graph, upload the file to the Netron viewer. Download links point to the original files on Hugging Face.

README

https://huggingface.co/LiheYoung/depth-anything-small-hf with ONNX weights to be compatible with Transformers.js.

Usage (Transformers.js)

If you haven't already, you can install the Transformers.js JavaScript library from NPM using:

npm i @xenova/transformers

Example: Depth estimation with Xenova/depth-anything-small-hf.

import { pipeline } from '@xenova/transformers';

// Create depth-estimation pipeline
const depth_estimator = await pipeline('depth-estimation', 'Xenova/depth-anything-small-hf');

// Predict depth map for the given image
const url = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/bread_small.png';
const output = await depth_estimator(url);
// {
//   predicted_depth: Tensor {
//     dims: [350, 518],
//     type: 'float32',
//     data: Float32Array(181300) [...],
//     size: 181300
//   },
//   depth: RawImage {
//     data: Uint8Array(271360) [...],
//     width: 640,
//     height: 424,
//     channels: 1
//   }
// }

You can visualize the output with:

output.depth.save('depth.png');

image/png


Note: Having a separate repo for ONNX weights is intended to be a temporary solution until WebML gains more traction. If you would like to make your models web-ready, we recommend converting to ONNX using 🤗 Optimum and structuring your repo like this one (with ONNX weights located in a subfolder named onnx).

Model info

depth-estimation transformers.js
transformers.js onnx depth_anything depth-estimation region:us
↓ 7 ♥ 3

Created: 2024-01-30

Updated: 2024-01-30

View on Hugging Face

Files (8)

.gitattributes
README.md
config.json
gitattributes
onnx/model.onnx ONNX
onnx/model_quantized.onnx ONNX
preprocessor_config.json
quantize_config.json

Related models