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46 lines
2.5 KiB
Markdown
46 lines
2.5 KiB
Markdown
English | [简体中文](README_CN.md)
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# MODNet Ready-to-deploy Model
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- [MODNet](https://github.com/ZHKKKe/MODNet/commit/28165a4)
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- （1）The *.pt provided by the [Official Library](https://github.com/ZHKKKe/MODNet/) can be deployed after [Export ONNX Model](#export-onnx-model)；
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- （2）As for MODNet model trained on customized data, please follow the operations guidelines in [Export ONNX Model](#%E5%AF%BC%E5%87%BAONNX%E6%A8%A1%E5%9E%8B) to complete the deployment.
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## Export ONNX Model
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Visit [MODNet](https://github.com/ZHKKKe/MODNet) official github repository, follow the guidelines to download model files, and employ `onnx/export_onnx.py` to get files in `onnx` format.
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* Export files in onnx format
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```bash
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python -m onnx.export_onnx \
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--ckpt-path=pretrained/modnet_photographic_portrait_matting.ckpt \
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--output-path=pretrained/modnet_photographic_portrait_matting.onnx
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```
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## Download Pre-trained ONNX Model
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For developers' testing, models exported by MODNet are provided below. Developers can download them directly. (The accuracy in the following table is derived from the source official repository)
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| Model | Size | Accuracy |
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|:---------------------------------------------------------------- |:----- |:----- |
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| [modnet_photographic](https://bj.bcebos.com/paddlehub/fastdeploy/modnet_photographic_portrait_matting.onnx) | 25MB | - |
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| [modnet_webcam](https://bj.bcebos.com/paddlehub/fastdeploy/modnet_webcam_portrait_matting.onnx) | 25MB | -|
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| [modnet_photographic_256](https://bj.bcebos.com/paddlehub/fastdeploy/modnet_photographic_portrait_matting-256x256.onnx) | 25MB | - |
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| [modnet_webcam_256](https://bj.bcebos.com/paddlehub/fastdeploy/modnet_webcam_portrait_matting-256x256.onnx) | 25MB | - |
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| [modnet_photographic_512](https://bj.bcebos.com/paddlehub/fastdeploy/modnet_photographic_portrait_matting-512x512.onnx) | 25MB | - |
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| [modnet_webcam_512](https://bj.bcebos.com/paddlehub/fastdeploy/modnet_webcam_portrait_matting-512x512.onnx) | 25MB | - |
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| [modnet_photographic_1024](https://bj.bcebos.com/paddlehub/fastdeploy/modnet_photographic_portrait_matting-1024x1024.onnx) | 25MB | - |
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| [modnet_webcam_1024](https://bj.bcebos.com/paddlehub/fastdeploy/modnet_webcam_portrait_matting-1024x1024.onnx) | 25MB | -|
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## Detailed Deployment Tutorials
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- [Python Deployment](python)
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- [C++ Deployment](cpp)
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## Release Note
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- This tutorial and related code are written based on [MODNet CommitID:28165a4](https://github.com/ZHKKKe/MODNet/commit/28165a4)
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