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SCRFD Python部署示例

在部署前,需确认以下两个步骤

本目录下提供infer.py快速完成SCRFD在RKNPU上部署的示例。执行如下脚本即可完成

拷贝模型文件

请参考SCRFD模型转换文档转换SCRFD ONNX模型到RKNN模型,再将RKNN模型移动到该目录下。

运行example

拷贝模型文件后请输入以下命令运行RKNPU2 Python example

# 下载部署示例代码
git clone https://github.com/PaddlePaddle/FastDeploy.git
cd FastDeploy/examples/vision/facedet/scrfd/rknpu2/python

# 下载图片
wget https://raw.githubusercontent.com/DefTruth/lite.ai.toolkit/main/examples/lite/resources/test_lite_face_detector_3.jpg

# 推理
python3 infer.py --model_file ./scrfd_500m_bnkps_shape640x640_rk3588.rknn \
                 --image test_lite_face_detector_3.jpg

可视化

运行完成可视化结果如下图所示

注意事项

RKNPU上对模型的输入要求是使用NHWC格式且图片归一化操作会在转RKNN模型时内嵌到模型中因此我们在使用FastDeploy部署时 需要先调用DisablePermute(C++)或`disable_permute(Python),在预处理阶段禁用归一化以及数据格式的转换。

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