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InsightFace RKNPU Deployment Example
This document provides the deployment of the InsightFace model in the RKNPU2 environment. For details, please refer to [Model Introduction Document].本教程提供InsightFace模型在RKNPU2环境下的部署,模型的详细介绍已经ONNX模型的下载请查看模型介绍文档。
支持模型列表
目前FastDeploy支持如下模型的部署
- ArcFace
- CosFace
- PartialFC
- VPL
下载预训练ONNX模型
为了方便开发者的测试,下面提供了InsightFace导出的各系列模型,开发者可直接下载使用。(下表中模型的精度来源于源官方库)其中精度指标来源于InsightFace中对各模型的介绍,详情各参考InsightFace中的说明
模型 | 大小 | 精度 (AgeDB_30) |
---|---|---|
CosFace-r18 | 92MB | 97.7 |
CosFace-r34 | 131MB | 98.3 |
CosFace-r50 | 167MB | 98.3 |
CosFace-r100 | 249MB | 98.4 |
ArcFace-r18 | 92MB | 97.7 |
ArcFace-r34 | 131MB | 98.1 |
ArcFace-r50 | 167MB | - |
ArcFace-r100 | 249MB | 98.4 |
ArcFace-r100_lr0.1 | 249MB | 98.4 |
PartialFC-r34 | 167MB | - |
PartialFC-r50 | 249MB | - |
转换为RKNPU模型
wget https://bj.bcebos.com/paddlehub/fastdeploy/ms1mv3_arcface_r18.onnx
python -m paddle2onnx.optimize --input_model ./ms1mv3_arcface_r18/ms1mv3_arcface_r18.onnx \
--output_model ./ms1mv3_arcface_r18/ms1mv3_arcface_r18.onnx \
--input_shape_dict "{'data':[1,3,112,112]}"
python /Path/To/FastDeploy/tools/rknpu2/export.py \
--config_path tools/rknpu2/config/arcface_unquantized.yaml \
--target_platform rk3588
详细部署文档
版本说明
- 本版本文档和代码基于InsightFace CommitID:babb9a5 编写