ONNX 模型库

Xenova/depth-anything-small-hf

作者 Xenova | 下载 5.6K | 点赞 11 | 更新 2025-06-26

这个仓库里有什么

  • 7 个 ONNX 模型(.onnx 文件)
  • 12 个文件,其中 .onnx 7 个、.json 3 个、.md 1 个
  • 仓库体积约 265 MB
  • 最近更新:2025-06-26

ONNX 文件清单

文件 大小 下载
onnx/model.onnx 94.6 MB 下载
onnx/model_bnb4.onnx 25.0 MB 下载
onnx/model_fp16.onnx 47.6 MB 下载
onnx/model_q4.onnx 26.3 MB 下载
onnx/model_q4f16.onnx 19.4 MB 下载
onnx/model_quantized.onnx 26.2 MB 下载
onnx/model_uint8.onnx 26.0 MB 下载

怎么用

这些 ONNX 文件可以直接用 ONNX Runtime 加载运行;想先看网络结构,可以把文件上传到 Netron 在线查看器 查看。下载链接指向 Hugging Face 原始文件。

说明文档

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 @huggingface/transformers

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

import { pipeline } from '@huggingface/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).

模型信息

depth-estimation transformers.js
transformers.js onnx depth_anything depth-estimation base_model:LiheYoung/depth-anything-small-hf base_model:quantized:LiheYoung/depth-anything-small-hf region:us
↓ 5.6K ♥ 11

创建时间: 2024-01-24

更新时间: 2025-06-26

在 Hugging Face 上查看

文件 (12)

.gitattributes
README.md
config.json
onnx/model.onnx 94.6 MB ONNX
onnx/model_bnb4.onnx 25.0 MB ONNX
onnx/model_fp16.onnx 47.6 MB ONNX
onnx/model_q4.onnx 26.3 MB ONNX
onnx/model_q4f16.onnx 19.4 MB ONNX
onnx/model_quantized.onnx 26.2 MB ONNX
onnx/model_uint8.onnx 26.0 MB ONNX
preprocessor_config.json
quantize_config.json

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