Commit 4d3d722b authored by Your Name's avatar Your Name
Browse files

提交RetinaFace C++示例

parent 18da8bf0
# This file is used to ignore files which are generated
# ----------------------------------------------------------------------------
build/*
depend/*
.vscode/*
core.*
# qtcreator generated files
*.pro.user*
# VS
*.sdf
*.opensdf
*.ilk
*.pdb
*.exp
# Compiled Object files
*.slo
*.lo
*.o
*.obj
# Precompiled Headers
*.gch
*.pch
# Compiled Dynamic libraries
*.so
*.dylib
# Fortran module files
*.mod
*.smod
# Compiled Static libraries
*.lai
*.la
*.a
# Executables
*.exe
*.out
*.app
# xemacs temporary files
*.flc
# Vim temporary files
.*.swp
# others
*.avi
*.pyc
*.egg
#! /bin/sh
############### Ubuntu ###############
# 参考:https://docs.opencv.org/3.4.11/d7/d9f/tutorial_linux_install.html
# apt-get install build-essential -y
# apt-get install cmake git libgtk2.0-dev pkg-config libavcodec-dev libavformat-dev libswscale-dev -y
# apt-get install python-dev python-numpy libtbb2 libtbb-dev libjpeg-dev libpng-dev libtiff-dev libjasper-dev libdc1394-22-dev -y # 处理图像所需的包,可选
############### CentOS ###############
yum install gcc gcc-c++ gtk2-devel gimp-devel gimp-devel-tools gimp-help-browser zlib-devel libtiff-devel libjpeg-devel libpng-devel gstreamer-devel libavc1394-devel libraw1394-devel libdc1394-devel jasper-devel jasper-utils swig python libtool nasm -y
\ No newline at end of file
############################ 在线安装依赖 ###############################
#cd ./3rdParty
#pip install rbuild-master.tar.gz
############################ 离线安装依赖 ###############################
# 安装依赖
cd ./3rdParty/rbuild_depend
pip install click-6.6-py2.py3-none-any.whl
pip install six-1.15.0-py2.py3-none-any.whl
pip install subprocess32-3.5.4.tar.gz
pip install cget-0.1.9.tar.gz
# 安装rbuild
cd ../
pip install rbuild-master.tar.gz
# 设置cmake的最低版本
cmake_minimum_required(VERSION 3.5)
# 设置项目名
project(MIGraphX_Samples)
# 设置编译器
set(CMAKE_CXX_COMPILER g++)
set(CMAKE_CXX_FLAGS ${CMAKE_CXX_FLAGS} -std=c++17) # 2.2版本以上需要c++17
set(CMAKE_BUILD_TYPE release)
# 添加头文件路径
set(INCLUDE_PATH ${CMAKE_CURRENT_SOURCE_DIR}/Src/
${CMAKE_CURRENT_SOURCE_DIR}/Src/Utility/
${CMAKE_CURRENT_SOURCE_DIR}/Src/RetinaFace/
$ENV{DTKROOT}/include/
${CMAKE_CURRENT_SOURCE_DIR}/depend/include/)
include_directories(${INCLUDE_PATH})
# 添加依赖库路径
set(LIBRARY_PATH ${CMAKE_CURRENT_SOURCE_DIR}/depend/lib64/
$ENV{DTKROOT}/lib/)
link_directories(${LIBRARY_PATH})
# 添加依赖库
set(LIBRARY opencv_core
opencv_imgproc
opencv_imgcodecs
opencv_dnn
migraphx_ref
migraphx
migraphx_c
migraphx_device
migraphx_gpu
migraphx_onnx)
link_libraries(${LIBRARY})
# 添加源文件
set(SOURCE_FILES ${CMAKE_CURRENT_SOURCE_DIR}/Src/main.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Src/Sample.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Src/RetinaFace/DetectorRetinaFace.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Src/Utility/CommonUtility.cpp
${CMAKE_CURRENT_SOURCE_DIR}/Src/Utility/Filesystem.cpp)
# 添加可执行目标
add_executable(MIGraphX_Samples ${SOURCE_FILES})
# RetinaFace
## 模型介绍
RetinaFace是一个经典的人脸检测模型(https://arxiv.org/abs/1905.00641), 采用了SSD架构。
## 模型结构
RetinaFace模型 有几个主要特点:
- 采用 FPN 特征金字塔提取多尺度特征;
- 引入 SSH 算法的 Context Modeling;
- 多任务训练,提供额外的监督信息。
## 推理
### 环境配置
[光源](https://www.sourcefind.cn/#/image/dcu/custom)可拉取用于推理的docker镜像,RetinaFace 模型推理推荐的镜像如下:
```
docker pull image.sourcefind.cn:5000/dcu/admin/base/custom:ort_dcu_1.14.0_migraphx2.5.2_dtk22.10.1
```
[光合开发者社区](https://cancon.hpccube.com:65024/4/main/)可下载MIGraphX安装包,python依赖安装:
```
pip install -r requirements.txt
```
安装DTK版的Pytorch和torchvision,下载地址:https://cancon.hpccube.com:65024/4/main/pytorch,https://cancon.hpccube.com:65024/4/main/vision
### 运行示例
RetinaFace模型的推理示例程序是RetinaFace_infer_migraphx.py,使用如下命令运行该推理示例:
```
python RetinaFace_infer_migraphx.py
```
程序运行结束会在当前目录生成RetinaFace检测结果图像。
<img src="./curve/Result.jpg" alt="Result" style="zoom: 50%;" />
## 历史版本
​ https://developer.hpccube.com/codes/modelzoo/retinaface_migraphx
## 参考
​ https://github.com/biubug6/Pytorch_Retinaface
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