mirror of
https://github.com/PaddlePaddle/FastDeploy.git
synced 2025-10-18 06:31:17 +08:00
[Model] 新增scrfd rknpu2代码 (#504)
* * 新增scrfd rknpu2代码 * * 新增scrfd python代码 * 修正文档 * 修正文档以及部分错误 * 修改文档 * 修复部分错误 * 修复部分错误 * 修复部分错误 * scrfd更新代码 * scrfd更新代码
This commit is contained in:
32
examples/vision/facedet/scrfd/rknpu2/python/README.md
Normal file
32
examples/vision/facedet/scrfd/rknpu2/python/README.md
Normal file
@@ -0,0 +1,32 @@
|
||||
# SCRFD Python部署示例
|
||||
|
||||
在部署前,需确认以下两个步骤
|
||||
|
||||
- 1. 软硬件环境满足要求,参考[FastDeploy环境要求](../../../../../../docs/cn/build_and_install/rknpu2.md)
|
||||
|
||||
|
||||
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
|
||||
|
||||
```bash
|
||||
# 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
|
||||
```
|
||||
|
||||
|
||||
## 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DisableNormalizePermute(C++)或`disable_normalize_permute(Python),在预处理阶段禁用归一化以及数据格式的转换。
|
||||
## 其它文档
|
||||
|
||||
- [SCRFD 模型介绍](../README.md)
|
||||
- [SCRFD C++部署](../cpp/README.md)
|
||||
- [模型预测结果说明](../../../../../../docs/api/vision_results/README.md)
|
||||
- [转换SCRFD RKNN模型文档](../README.md)
|
58
examples/vision/facedet/scrfd/rknpu2/python/infer.py
Normal file
58
examples/vision/facedet/scrfd/rknpu2/python/infer.py
Normal file
@@ -0,0 +1,58 @@
|
||||
# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
|
||||
#
|
||||
# Licensed under the Apache License, Version 2.0 (the "License");
|
||||
# you may not use this file except in compliance with the License.
|
||||
# You may obtain a copy of the License at
|
||||
#
|
||||
# http://www.apache.org/licenses/LICENSE-2.0
|
||||
#
|
||||
# Unless required by applicable law or agreed to in writing, software
|
||||
# distributed under the License is distributed on an "AS IS" BASIS,
|
||||
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
||||
# See the License for the specific language governing permissions and
|
||||
# limitations under the License.
|
||||
import fastdeploy as fd
|
||||
import cv2
|
||||
import os
|
||||
|
||||
|
||||
def parse_arguments():
|
||||
import argparse
|
||||
import ast
|
||||
parser = argparse.ArgumentParser()
|
||||
parser.add_argument(
|
||||
"--model_file", required=True, help="Path of FaceDet model.")
|
||||
parser.add_argument(
|
||||
"--image", type=str, required=True, help="Path of test image file.")
|
||||
return parser.parse_args()
|
||||
|
||||
|
||||
def build_option(args):
|
||||
option = fd.RuntimeOption()
|
||||
option.use_rknpu2()
|
||||
return option
|
||||
|
||||
|
||||
args = parse_arguments()
|
||||
|
||||
# 配置runtime,加载模型
|
||||
runtime_option = build_option(args)
|
||||
model_file = args.model_file
|
||||
params_file = ""
|
||||
model = fd.vision.facedet.SCRFD(
|
||||
model_file,
|
||||
params_file,
|
||||
runtime_option=runtime_option,
|
||||
model_format=fd.ModelFormat.RKNN)
|
||||
|
||||
model.disable_normalize_and_permute()
|
||||
|
||||
# 预测图片分割结果
|
||||
im = cv2.imread(args.image)
|
||||
result = model.predict(im.copy())
|
||||
print(result)
|
||||
|
||||
# 可视化结果
|
||||
vis_im = fd.vision.vis_face_detection(im, result)
|
||||
cv2.imwrite("visualized_result.jpg", vis_im)
|
||||
print("Visualized result save in ./visualized_result.jpg")
|
Reference in New Issue
Block a user