onnx-community/mediapipe_selfie_segmentation_landscape-web
By onnx-community · ↓ 0 · ♥ 1 · Updated 2024-12-05
What's in this repo
This page lists the files in onnx-community/mediapipe_selfie_segmentation_landscape-web, including model.onnx, model_bnb4.onnx, model_fp16.onnx and more.
- 8 ONNX models (.onnx files)
- 11 files, including 8 .onnx, 1 .md, 1 .json
- Last updated 2024-12-05
ONNX files
| File | Size | Download |
|---|---|---|
| onnx/model.onnx | — | Download |
| onnx/model_bnb4.onnx | — | Download |
| onnx/model_fp16.onnx | — | Download |
| onnx/model_int8.onnx | — | Download |
| onnx/model_q4.onnx | — | Download |
| onnx/model_q4f16.onnx | — | Download |
| onnx/model_quantized.onnx | — | Download |
| onnx/model_uint8.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
Usage (Transformers.js)
If you haven't already, you can install the Transformers.js JavaScript library from NPM using:
npm i @huggingface/transformers
Example: Selfie segmentation with onnx-community/mediapipe_selfie_segmentation_landscape-web.
import { AutoModel, RawImage, Tensor } from '@huggingface/transformers';
// Load model and processor
const model_id = 'onnx-community/mediapipe_selfie_segmentation_landscape-web';
const model = await AutoModel.from_pretrained(model_id, { dtype: 'fp32' });
// Load image from URL
const url = 'https://huggingface.co/datasets/Xenova/transformers.js-docs/resolve/main/selfie_segmentation_landscape.png';
const image = await RawImage.read(url);
// Predict alpha matte
const { alphas } = await model({
pixel_values: new Tensor(
'uint8',
image.data,
[1, image.height, image.width, 3],
),
});
// Save output mask
const mask = RawImage.fromTensor(alphas[0].mul(255).to('uint8'), 'HWC')
mask.save('mask.png');
// (Optional) Apply mask to original image
const result = image.clone().putAlpha(mask);
result.save('result.png');
| Input image | Predicted mask | Output image |
|---|---|---|
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Model info
Created: 2024-11-18
Updated: 2024-12-05
View on Hugging FaceFiles (11)
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