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CMakeLists.txt Normal file
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cmake_minimum_required(VERSION 3.10)
project(FaceDetectionApp)
# 设置 C++ 标准
set(CMAKE_CXX_STANDARD 11)
set(CMAKE_CXX_STANDARD_REQUIRED True)
# 若未指定构建类型,默认使用 Release
if(NOT CMAKE_BUILD_TYPE)
set(CMAKE_BUILD_TYPE Release CACHE STRING "Build type" FORCE)
endif()
# 默认导出 compile_commands.json便于 IDE/clangd 索引)
set(CMAKE_EXPORT_COMPILE_COMMANDS ON)
# ============================================================================
# 0. SIMD 加速选项(作用于 libfacedetection 动态库)
# X86/X64 CPU: cmake -DENABLE_AVX2=ON 或 -DENABLE_AVX512=ON
# ARM CPU: cmake -DENABLE_NEON=ON
# 开启后会自动定义对应宏并添加编译器指令集标志,无需手动改头文件。
# AVX512 / AVX2 / NEON 三者互斥(与头文件中的 #error 检查一致)。
# ============================================================================
set(ENABLE_AVX2 ON CACHE BOOL "Enable AVX2 acceleration (X64 CPU)")
set(ENABLE_AVX512 OFF CACHE BOOL "Enable AVX512 acceleration (X64 CPU)")
set(ENABLE_NEON OFF CACHE BOOL "Enable NEON acceleration (ARM CPU)")
# 三者最多只能开启其中一个
set(_SIMD_ENABLED_COUNT 0)
foreach(_simd_opt ENABLE_AVX512 ENABLE_AVX2 ENABLE_NEON)
if(${_simd_opt})
math(EXPR _SIMD_ENABLED_COUNT "${_SIMD_ENABLED_COUNT} + 1")
endif()
endforeach()
if(_SIMD_ENABLED_COUNT GREATER 1)
message(FATAL_ERROR "ENABLE_AVX512 / ENABLE_AVX2 / ENABLE_NEON 三者互斥,最多只能开启其中一个。")
endif()
# 检测编译器是否支持 -mfpu=neon
# - 32 位 ARM (armhf) 需要该标志才能使用 arm_neon.h 内联函数;
# - AArch64 下 NEON 默认开启x86 不识别该标志,这两种情况检测结果均为否。
include(CheckCXXCompilerFlag)
check_cxx_compiler_flag("-mfpu=neon" CXX_HAS_MFPU_NEON)
# ============================================================================
# 1. 依赖查找
# ============================================================================
find_package(OpenCV REQUIRED) # app / network_camera_receiver 需要
find_package(OpenMP) # libfacedetection 可选加速
find_package(Threads REQUIRED) # network_camera_receiver 后台线程 / app
message(STATUS "Found OpenCV Version: ${OpenCV_VERSION}")
if(OpenMP_FOUND)
message(STATUS "Found OpenMP CXX: ${OpenMP_CXX_VERSION}")
else()
message(STATUS "OpenMP not found, building without OpenMP support.")
endif()
message(STATUS "Threads library enabled.")
# ============================================================================
# 2. 子模块
# libfacedetection -> SHARED 动态库(人脸检测)
# network_camera_receiver-> STATIC 静态库(仅抓帧)
# app -> 可执行程序(编排 收帧->检测->显示)
# ============================================================================
add_subdirectory(libfacedetection)
add_subdirectory(network_camera_receiver)
add_subdirectory(app)

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app/CMakeLists.txt Normal file
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# ============================================================================
# app —— 主可执行程序
# 编排流程1. 从 network_camera_receiver 取最新帧;
# 2. 调用 libfacedetection 检测;
# 3. 绘制并显示结果。
# ============================================================================
add_executable(face_detection_app
src/main.cpp
)
# 链接动态库 facedetection传递其 PUBLIC include 目录)与静态库 receiver
target_link_libraries(face_detection_app PRIVATE
facedetection
network_camera_receiver
${OpenCV_LIBS}
)
# 将项目根目录作为宏传给代码,便于用绝对路径访问 resources 等资源文件
target_compile_definitions(face_detection_app PRIVATE
SOURCE_ROOT="${CMAKE_SOURCE_DIR}"
)
if(CMAKE_CXX_COMPILER_ID MATCHES "GNU|Clang")
target_compile_options(face_detection_app PRIVATE -O3)
elseif(MSVC)
target_compile_options(face_detection_app PRIVATE /O2)
endif()

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app/src/main.cpp Normal file
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/*
* @Author: Liu zhenyu
* @Description: 主程序(重构版)
* 流程1. 从 network_camera_receiver 取最新帧;
* 2. 调用 libfacedetection 进行人脸检测;
* 3. 绘制并显示检测结果。
* libfacedetection 以独立动态库形式链接。
*/
#include <opencv2/opencv.hpp>
#include <iostream>
#include <string>
#include "network_camera_receiver.h"
#include "facedetectcnn.h"
// 将 libfacedetection 的检测结果绘制到帧上
// pResults[0] = 人脸数量;其后每张脸占 FACEDETECTION_RESULT_STRIDE_SHORTS 个 short
static void drawFaces(cv::Mat& frame, const int* pResults) {
if (!pResults) return;
int faces = pResults[0];
for (int i = 0; i < faces; i++) {
// 每个人脸结果占用 FACEDETECTION_RESULT_STRIDE_SHORTS(=16) 个 short
// p[0]=置信度(score*100), p[1..4]=x/y/w/h,
// p[5..14]=5个关键点(x,y交替), p[15]=对齐填充
short* p = ((short*)(pResults + 1)) + FACEDETECTION_RESULT_STRIDE_SHORTS * i;
int confidence = p[0];
int x = p[1];
int y = p[2];
int w = p[3];
int h = p[4];
// 只显示置信度大于 60 的结果以过滤误检
if (confidence > 60) {
cv::rectangle(frame, cv::Rect(x, y, w, h), cv::Scalar(0, 255, 0), 2);
// 置信度标注
cv::putText(frame, std::to_string(confidence),
cv::Point(x, y - 5), cv::FONT_HERSHEY_SIMPLEX,
0.5, cv::Scalar(0, 255, 0), 1);
// 五个特征点
cv::circle(frame, cv::Point(p[5], p[6]), 2, cv::Scalar(255, 0, 0), -1);
cv::circle(frame, cv::Point(p[7], p[8]), 2, cv::Scalar(0, 0, 255), -1);
cv::circle(frame, cv::Point(p[9], p[10]), 2, cv::Scalar(0, 255, 0), -1);
cv::circle(frame, cv::Point(p[11], p[12]), 2, cv::Scalar(255, 0, 255), -1);
cv::circle(frame, cv::Point(p[13], p[14]), 2, cv::Scalar(0, 255, 255), -1);
}
}
}
int main() {
// 替换为你查到的视频流宿主机 IP
std::string host_ip = "127.0.0.1";
// 1) 接收端:仅负责抓帧
NetworkCameraReceiver receiver(host_ip, 5000);
if (!receiver.connect()) {
std::cerr << "连接视频流失败,退出。" << std::endl;
return -1;
}
receiver.start(); // 启动后台抓帧线程
// libfacedetection 结果缓冲区(大小由库定义的宏决定)
unsigned char* pBuffer = new unsigned char[FACEDETECTION_RESULT_BUFFER_SIZE];
const std::string window_name = "Face Detection";
cv::namedWindow(window_name, cv::WINDOW_AUTOSIZE);
std::cout << "人脸检测已启动,按 ESC 退出..." << std::endl;
cv::Mat frame;
while (true) {
// ---- 步骤 1接收最新帧 ----
if (receiver.getLatestFrame(frame) && !frame.empty()) {
// ---- 步骤 2调用 libfacedetection 检测 ----
// 注意OpenCV 采集到的帧为 BGR正好符合 facedetect_cnn 的输入要求
int* pResults = facedetect_cnn(pBuffer,
frame.data,
frame.cols,
frame.rows,
(int)frame.step);
// ---- 步骤 3显示检测结果 ----
drawFaces(frame, pResults);
cv::imshow(window_name, frame);
}
if (cv::waitKey(30) == 27) break; // ESC 退出
}
receiver.stop();
delete[] pBuffer;
cv::destroyAllWindows();
return 0;
}

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char const *info_cray = "INFO" ":" "compiler_wrapper[CrayPrgEnv]";
#endif
#define STRINGIFY_HELPER(X) #X
#define STRINGIFY(X) STRINGIFY_HELPER(X)
/* Identify known platforms by name. */
#if defined(__linux) || defined(__linux__) || defined(linux)
# define PLATFORM_ID "Linux"
#elif defined(__MSYS__)
# define PLATFORM_ID "MSYS"
#elif defined(__CYGWIN__)
# define PLATFORM_ID "Cygwin"
#elif defined(__MINGW32__)
# define PLATFORM_ID "MinGW"
#elif defined(__APPLE__)
# define PLATFORM_ID "Darwin"
#elif defined(_WIN32) || defined(__WIN32__) || defined(WIN32)
# define PLATFORM_ID "Windows"
#elif defined(__FreeBSD__) || defined(__FreeBSD)
# define PLATFORM_ID "FreeBSD"
#elif defined(__NetBSD__) || defined(__NetBSD)
# define PLATFORM_ID "NetBSD"
#elif defined(__OpenBSD__) || defined(__OPENBSD)
# define PLATFORM_ID "OpenBSD"
#elif defined(__sun) || defined(sun)
# define PLATFORM_ID "SunOS"
#elif defined(_AIX) || defined(__AIX) || defined(__AIX__) || defined(__aix) || defined(__aix__)
# define PLATFORM_ID "AIX"
#elif defined(__hpux) || defined(__hpux__)
# define PLATFORM_ID "HP-UX"
#elif defined(__HAIKU__)
# define PLATFORM_ID "Haiku"
#elif defined(__BeOS) || defined(__BEOS__) || defined(_BEOS)
# define PLATFORM_ID "BeOS"
#elif defined(__QNX__) || defined(__QNXNTO__)
# define PLATFORM_ID "QNX"
#elif defined(__tru64) || defined(_tru64) || defined(__TRU64__)
# define PLATFORM_ID "Tru64"
#elif defined(__riscos) || defined(__riscos__)
# define PLATFORM_ID "RISCos"
#elif defined(__sinix) || defined(__sinix__) || defined(__SINIX__)
# define PLATFORM_ID "SINIX"
#elif defined(__UNIX_SV__)
# define PLATFORM_ID "UNIX_SV"
#elif defined(__bsdos__)
# define PLATFORM_ID "BSDOS"
#elif defined(_MPRAS) || defined(MPRAS)
# define PLATFORM_ID "MP-RAS"
#elif defined(__osf) || defined(__osf__)
# define PLATFORM_ID "OSF1"
#elif defined(_SCO_SV) || defined(SCO_SV) || defined(sco_sv)
# define PLATFORM_ID "SCO_SV"
#elif defined(__ultrix) || defined(__ultrix__) || defined(_ULTRIX)
# define PLATFORM_ID "ULTRIX"
#elif defined(__XENIX__) || defined(_XENIX) || defined(XENIX)
# define PLATFORM_ID "Xenix"
#elif defined(__WATCOMC__)
# if defined(__LINUX__)
# define PLATFORM_ID "Linux"
# elif defined(__DOS__)
# define PLATFORM_ID "DOS"
# elif defined(__OS2__)
# define PLATFORM_ID "OS2"
# elif defined(__WINDOWS__)
# define PLATFORM_ID "Windows3x"
# elif defined(__VXWORKS__)
# define PLATFORM_ID "VxWorks"
# else /* unknown platform */
# define PLATFORM_ID
# endif
#elif defined(__INTEGRITY)
# if defined(INT_178B)
# define PLATFORM_ID "Integrity178"
# else /* regular Integrity */
# define PLATFORM_ID "Integrity"
# endif
#else /* unknown platform */
# define PLATFORM_ID
#endif
/* For windows compilers MSVC and Intel we can determine
the architecture of the compiler being used. This is because
the compilers do not have flags that can change the architecture,
but rather depend on which compiler is being used
*/
#if defined(_WIN32) && defined(_MSC_VER)
# if defined(_M_IA64)
# define ARCHITECTURE_ID "IA64"
# elif defined(_M_ARM64EC)
# define ARCHITECTURE_ID "ARM64EC"
# elif defined(_M_X64) || defined(_M_AMD64)
# define ARCHITECTURE_ID "x64"
# elif defined(_M_IX86)
# define ARCHITECTURE_ID "X86"
# elif defined(_M_ARM64)
# define ARCHITECTURE_ID "ARM64"
# elif defined(_M_ARM)
# if _M_ARM == 4
# define ARCHITECTURE_ID "ARMV4I"
# elif _M_ARM == 5
# define ARCHITECTURE_ID "ARMV5I"
# else
# define ARCHITECTURE_ID "ARMV" STRINGIFY(_M_ARM)
# endif
# elif defined(_M_MIPS)
# define ARCHITECTURE_ID "MIPS"
# elif defined(_M_SH)
# define ARCHITECTURE_ID "SHx"
# else /* unknown architecture */
# define ARCHITECTURE_ID ""
# endif
#elif defined(__WATCOMC__)
# if defined(_M_I86)
# define ARCHITECTURE_ID "I86"
# elif defined(_M_IX86)
# define ARCHITECTURE_ID "X86"
# else /* unknown architecture */
# define ARCHITECTURE_ID ""
# endif
#elif defined(__IAR_SYSTEMS_ICC__) || defined(__IAR_SYSTEMS_ICC)
# if defined(__ICCARM__)
# define ARCHITECTURE_ID "ARM"
# elif defined(__ICCRX__)
# define ARCHITECTURE_ID "RX"
# elif defined(__ICCRH850__)
# define ARCHITECTURE_ID "RH850"
# elif defined(__ICCRL78__)
# define ARCHITECTURE_ID "RL78"
# elif defined(__ICCRISCV__)
# define ARCHITECTURE_ID "RISCV"
# elif defined(__ICCAVR__)
# define ARCHITECTURE_ID "AVR"
# elif defined(__ICC430__)
# define ARCHITECTURE_ID "MSP430"
# elif defined(__ICCV850__)
# define ARCHITECTURE_ID "V850"
# elif defined(__ICC8051__)
# define ARCHITECTURE_ID "8051"
# elif defined(__ICCSTM8__)
# define ARCHITECTURE_ID "STM8"
# else /* unknown architecture */
# define ARCHITECTURE_ID ""
# endif
#elif defined(__ghs__)
# if defined(__PPC64__)
# define ARCHITECTURE_ID "PPC64"
# elif defined(__ppc__)
# define ARCHITECTURE_ID "PPC"
# elif defined(__ARM__)
# define ARCHITECTURE_ID "ARM"
# elif defined(__x86_64__)
# define ARCHITECTURE_ID "x64"
# elif defined(__i386__)
# define ARCHITECTURE_ID "X86"
# else /* unknown architecture */
# define ARCHITECTURE_ID ""
# endif
#elif defined(__TI_COMPILER_VERSION__)
# if defined(__TI_ARM__)
# define ARCHITECTURE_ID "ARM"
# elif defined(__MSP430__)
# define ARCHITECTURE_ID "MSP430"
# elif defined(__TMS320C28XX__)
# define ARCHITECTURE_ID "TMS320C28x"
# elif defined(__TMS320C6X__) || defined(_TMS320C6X)
# define ARCHITECTURE_ID "TMS320C6x"
# else /* unknown architecture */
# define ARCHITECTURE_ID ""
# endif
#else
# define ARCHITECTURE_ID
#endif
/* Convert integer to decimal digit literals. */
#define DEC(n) \
('0' + (((n) / 10000000)%10)), \
('0' + (((n) / 1000000)%10)), \
('0' + (((n) / 100000)%10)), \
('0' + (((n) / 10000)%10)), \
('0' + (((n) / 1000)%10)), \
('0' + (((n) / 100)%10)), \
('0' + (((n) / 10)%10)), \
('0' + ((n) % 10))
/* Convert integer to hex digit literals. */
#define HEX(n) \
('0' + ((n)>>28 & 0xF)), \
('0' + ((n)>>24 & 0xF)), \
('0' + ((n)>>20 & 0xF)), \
('0' + ((n)>>16 & 0xF)), \
('0' + ((n)>>12 & 0xF)), \
('0' + ((n)>>8 & 0xF)), \
('0' + ((n)>>4 & 0xF)), \
('0' + ((n) & 0xF))
/* Construct a string literal encoding the version number. */
#ifdef COMPILER_VERSION
char const* info_version = "INFO" ":" "compiler_version[" COMPILER_VERSION "]";
/* Construct a string literal encoding the version number components. */
#elif defined(COMPILER_VERSION_MAJOR)
char const info_version[] = {
'I', 'N', 'F', 'O', ':',
'c','o','m','p','i','l','e','r','_','v','e','r','s','i','o','n','[',
COMPILER_VERSION_MAJOR,
# ifdef COMPILER_VERSION_MINOR
'.', COMPILER_VERSION_MINOR,
# ifdef COMPILER_VERSION_PATCH
'.', COMPILER_VERSION_PATCH,
# ifdef COMPILER_VERSION_TWEAK
'.', COMPILER_VERSION_TWEAK,
# endif
# endif
# endif
']','\0'};
#endif
/* Construct a string literal encoding the internal version number. */
#ifdef COMPILER_VERSION_INTERNAL
char const info_version_internal[] = {
'I', 'N', 'F', 'O', ':',
'c','o','m','p','i','l','e','r','_','v','e','r','s','i','o','n','_',
'i','n','t','e','r','n','a','l','[',
COMPILER_VERSION_INTERNAL,']','\0'};
#elif defined(COMPILER_VERSION_INTERNAL_STR)
char const* info_version_internal = "INFO" ":" "compiler_version_internal[" COMPILER_VERSION_INTERNAL_STR "]";
#endif
/* Construct a string literal encoding the version number components. */
#ifdef SIMULATE_VERSION_MAJOR
char const info_simulate_version[] = {
'I', 'N', 'F', 'O', ':',
's','i','m','u','l','a','t','e','_','v','e','r','s','i','o','n','[',
SIMULATE_VERSION_MAJOR,
# ifdef SIMULATE_VERSION_MINOR
'.', SIMULATE_VERSION_MINOR,
# ifdef SIMULATE_VERSION_PATCH
'.', SIMULATE_VERSION_PATCH,
# ifdef SIMULATE_VERSION_TWEAK
'.', SIMULATE_VERSION_TWEAK,
# endif
# endif
# endif
']','\0'};
#endif
/* Construct the string literal in pieces to prevent the source from
getting matched. Store it in a pointer rather than an array
because some compilers will just produce instructions to fill the
array rather than assigning a pointer to a static array. */
char const* info_platform = "INFO" ":" "platform[" PLATFORM_ID "]";
char const* info_arch = "INFO" ":" "arch[" ARCHITECTURE_ID "]";
#if !defined(__STDC__) && !defined(__clang__)
# if defined(_MSC_VER) || defined(__ibmxl__) || defined(__IBMC__)
# define C_VERSION "90"
# else
# define C_VERSION
# endif
#elif __STDC_VERSION__ > 201710L
# define C_VERSION "23"
#elif __STDC_VERSION__ >= 201710L
# define C_VERSION "17"
#elif __STDC_VERSION__ >= 201000L
# define C_VERSION "11"
#elif __STDC_VERSION__ >= 199901L
# define C_VERSION "99"
#else
# define C_VERSION "90"
#endif
const char* info_language_standard_default =
"INFO" ":" "standard_default[" C_VERSION "]";
const char* info_language_extensions_default = "INFO" ":" "extensions_default["
/* !defined(_MSC_VER) to exclude Clang's MSVC compatibility mode. */
#if (defined(__clang__) || defined(__GNUC__) || \
defined(__TI_COMPILER_VERSION__)) && \
!defined(__STRICT_ANSI__) && !defined(_MSC_VER)
"ON"
#else
"OFF"
#endif
"]";
/*--------------------------------------------------------------------------*/
#ifdef ID_VOID_MAIN
void main() {}
#else
# if defined(__CLASSIC_C__)
int main(argc, argv) int argc; char *argv[];
# else
int main(int argc, char* argv[])
# endif
{
int require = 0;
require += info_compiler[argc];
require += info_platform[argc];
require += info_arch[argc];
#ifdef COMPILER_VERSION_MAJOR
require += info_version[argc];
#endif
#ifdef COMPILER_VERSION_INTERNAL
require += info_version_internal[argc];
#endif
#ifdef SIMULATE_ID
require += info_simulate[argc];
#endif
#ifdef SIMULATE_VERSION_MAJOR
require += info_simulate_version[argc];
#endif
#if defined(__CRAYXT_COMPUTE_LINUX_TARGET)
require += info_cray[argc];
#endif
require += info_language_standard_default[argc];
require += info_language_extensions_default[argc];
(void)argv;
return require;
}
#endif

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/* This source file must have a .cpp extension so that all C++ compilers
recognize the extension without flags. Borland does not know .cxx for
example. */
#ifndef __cplusplus
# error "A C compiler has been selected for C++."
#endif
#if !defined(__has_include)
/* If the compiler does not have __has_include, pretend the answer is
always no. */
# define __has_include(x) 0
#endif
/* Version number components: V=Version, R=Revision, P=Patch
Version date components: YYYY=Year, MM=Month, DD=Day */
#if defined(__COMO__)
# define COMPILER_ID "Comeau"
/* __COMO_VERSION__ = VRR */
# define COMPILER_VERSION_MAJOR DEC(__COMO_VERSION__ / 100)
# define COMPILER_VERSION_MINOR DEC(__COMO_VERSION__ % 100)
#elif defined(__INTEL_COMPILER) || defined(__ICC)
# define COMPILER_ID "Intel"
# if defined(_MSC_VER)
# define SIMULATE_ID "MSVC"
# endif
# if defined(__GNUC__)
# define SIMULATE_ID "GNU"
# endif
/* __INTEL_COMPILER = VRP prior to 2021, and then VVVV for 2021 and later,
except that a few beta releases use the old format with V=2021. */
# if __INTEL_COMPILER < 2021 || __INTEL_COMPILER == 202110 || __INTEL_COMPILER == 202111
# define COMPILER_VERSION_MAJOR DEC(__INTEL_COMPILER/100)
# define COMPILER_VERSION_MINOR DEC(__INTEL_COMPILER/10 % 10)
# if defined(__INTEL_COMPILER_UPDATE)
# define COMPILER_VERSION_PATCH DEC(__INTEL_COMPILER_UPDATE)
# else
# define COMPILER_VERSION_PATCH DEC(__INTEL_COMPILER % 10)
# endif
# else
# define COMPILER_VERSION_MAJOR DEC(__INTEL_COMPILER)
# define COMPILER_VERSION_MINOR DEC(__INTEL_COMPILER_UPDATE)
/* The third version component from --version is an update index,
but no macro is provided for it. */
# define COMPILER_VERSION_PATCH DEC(0)
# endif
# if defined(__INTEL_COMPILER_BUILD_DATE)
/* __INTEL_COMPILER_BUILD_DATE = YYYYMMDD */
# define COMPILER_VERSION_TWEAK DEC(__INTEL_COMPILER_BUILD_DATE)
# endif
# if defined(_MSC_VER)
/* _MSC_VER = VVRR */
# define SIMULATE_VERSION_MAJOR DEC(_MSC_VER / 100)
# define SIMULATE_VERSION_MINOR DEC(_MSC_VER % 100)
# endif
# if defined(__GNUC__)
# define SIMULATE_VERSION_MAJOR DEC(__GNUC__)
# elif defined(__GNUG__)
# define SIMULATE_VERSION_MAJOR DEC(__GNUG__)
# endif
# if defined(__GNUC_MINOR__)
# define SIMULATE_VERSION_MINOR DEC(__GNUC_MINOR__)
# endif
# if defined(__GNUC_PATCHLEVEL__)
# define SIMULATE_VERSION_PATCH DEC(__GNUC_PATCHLEVEL__)
# endif
#elif (defined(__clang__) && defined(__INTEL_CLANG_COMPILER)) || defined(__INTEL_LLVM_COMPILER)
# define COMPILER_ID "IntelLLVM"
#if defined(_MSC_VER)
# define SIMULATE_ID "MSVC"
#endif
#if defined(__GNUC__)
# define SIMULATE_ID "GNU"
#endif
/* __INTEL_LLVM_COMPILER = VVVVRP prior to 2021.2.0, VVVVRRPP for 2021.2.0 and
* later. Look for 6 digit vs. 8 digit version number to decide encoding.
* VVVV is no smaller than the current year when a version is released.
*/
#if __INTEL_LLVM_COMPILER < 1000000L
# define COMPILER_VERSION_MAJOR DEC(__INTEL_LLVM_COMPILER/100)
# define COMPILER_VERSION_MINOR DEC(__INTEL_LLVM_COMPILER/10 % 10)
# define COMPILER_VERSION_PATCH DEC(__INTEL_LLVM_COMPILER % 10)
#else
# define COMPILER_VERSION_MAJOR DEC(__INTEL_LLVM_COMPILER/10000)
# define COMPILER_VERSION_MINOR DEC(__INTEL_LLVM_COMPILER/100 % 100)
# define COMPILER_VERSION_PATCH DEC(__INTEL_LLVM_COMPILER % 100)
#endif
#if defined(_MSC_VER)
/* _MSC_VER = VVRR */
# define SIMULATE_VERSION_MAJOR DEC(_MSC_VER / 100)
# define SIMULATE_VERSION_MINOR DEC(_MSC_VER % 100)
#endif
#if defined(__GNUC__)
# define SIMULATE_VERSION_MAJOR DEC(__GNUC__)
#elif defined(__GNUG__)
# define SIMULATE_VERSION_MAJOR DEC(__GNUG__)
#endif
#if defined(__GNUC_MINOR__)
# define SIMULATE_VERSION_MINOR DEC(__GNUC_MINOR__)
#endif
#if defined(__GNUC_PATCHLEVEL__)
# define SIMULATE_VERSION_PATCH DEC(__GNUC_PATCHLEVEL__)
#endif
#elif defined(__PATHCC__)
# define COMPILER_ID "PathScale"
# define COMPILER_VERSION_MAJOR DEC(__PATHCC__)
# define COMPILER_VERSION_MINOR DEC(__PATHCC_MINOR__)
# if defined(__PATHCC_PATCHLEVEL__)
# define COMPILER_VERSION_PATCH DEC(__PATHCC_PATCHLEVEL__)
# endif
#elif defined(__BORLANDC__) && defined(__CODEGEARC_VERSION__)
# define COMPILER_ID "Embarcadero"
# define COMPILER_VERSION_MAJOR HEX(__CODEGEARC_VERSION__>>24 & 0x00FF)
# define COMPILER_VERSION_MINOR HEX(__CODEGEARC_VERSION__>>16 & 0x00FF)
# define COMPILER_VERSION_PATCH DEC(__CODEGEARC_VERSION__ & 0xFFFF)
#elif defined(__BORLANDC__)
# define COMPILER_ID "Borland"
/* __BORLANDC__ = 0xVRR */
# define COMPILER_VERSION_MAJOR HEX(__BORLANDC__>>8)
# define COMPILER_VERSION_MINOR HEX(__BORLANDC__ & 0xFF)
#elif defined(__WATCOMC__) && __WATCOMC__ < 1200
# define COMPILER_ID "Watcom"
/* __WATCOMC__ = VVRR */
# define COMPILER_VERSION_MAJOR DEC(__WATCOMC__ / 100)
# define COMPILER_VERSION_MINOR DEC((__WATCOMC__ / 10) % 10)
# if (__WATCOMC__ % 10) > 0
# define COMPILER_VERSION_PATCH DEC(__WATCOMC__ % 10)
# endif
#elif defined(__WATCOMC__)
# define COMPILER_ID "OpenWatcom"
/* __WATCOMC__ = VVRP + 1100 */
# define COMPILER_VERSION_MAJOR DEC((__WATCOMC__ - 1100) / 100)
# define COMPILER_VERSION_MINOR DEC((__WATCOMC__ / 10) % 10)
# if (__WATCOMC__ % 10) > 0
# define COMPILER_VERSION_PATCH DEC(__WATCOMC__ % 10)
# endif
#elif defined(__SUNPRO_CC)
# define COMPILER_ID "SunPro"
# if __SUNPRO_CC >= 0x5100
/* __SUNPRO_CC = 0xVRRP */
# define COMPILER_VERSION_MAJOR HEX(__SUNPRO_CC>>12)
# define COMPILER_VERSION_MINOR HEX(__SUNPRO_CC>>4 & 0xFF)
# define COMPILER_VERSION_PATCH HEX(__SUNPRO_CC & 0xF)
# else
/* __SUNPRO_CC = 0xVRP */
# define COMPILER_VERSION_MAJOR HEX(__SUNPRO_CC>>8)
# define COMPILER_VERSION_MINOR HEX(__SUNPRO_CC>>4 & 0xF)
# define COMPILER_VERSION_PATCH HEX(__SUNPRO_CC & 0xF)
# endif
#elif defined(__HP_aCC)
# define COMPILER_ID "HP"
/* __HP_aCC = VVRRPP */
# define COMPILER_VERSION_MAJOR DEC(__HP_aCC/10000)
# define COMPILER_VERSION_MINOR DEC(__HP_aCC/100 % 100)
# define COMPILER_VERSION_PATCH DEC(__HP_aCC % 100)
#elif defined(__DECCXX)
# define COMPILER_ID "Compaq"
/* __DECCXX_VER = VVRRTPPPP */
# define COMPILER_VERSION_MAJOR DEC(__DECCXX_VER/10000000)
# define COMPILER_VERSION_MINOR DEC(__DECCXX_VER/100000 % 100)
# define COMPILER_VERSION_PATCH DEC(__DECCXX_VER % 10000)
#elif defined(__IBMCPP__) && defined(__COMPILER_VER__)
# define COMPILER_ID "zOS"
/* __IBMCPP__ = VRP */
# define COMPILER_VERSION_MAJOR DEC(__IBMCPP__/100)
# define COMPILER_VERSION_MINOR DEC(__IBMCPP__/10 % 10)
# define COMPILER_VERSION_PATCH DEC(__IBMCPP__ % 10)
#elif defined(__ibmxl__) && defined(__clang__)
# define COMPILER_ID "XLClang"
# define COMPILER_VERSION_MAJOR DEC(__ibmxl_version__)
# define COMPILER_VERSION_MINOR DEC(__ibmxl_release__)
# define COMPILER_VERSION_PATCH DEC(__ibmxl_modification__)
# define COMPILER_VERSION_TWEAK DEC(__ibmxl_ptf_fix_level__)
#elif defined(__IBMCPP__) && !defined(__COMPILER_VER__) && __IBMCPP__ >= 800
# define COMPILER_ID "XL"
/* __IBMCPP__ = VRP */
# define COMPILER_VERSION_MAJOR DEC(__IBMCPP__/100)
# define COMPILER_VERSION_MINOR DEC(__IBMCPP__/10 % 10)
# define COMPILER_VERSION_PATCH DEC(__IBMCPP__ % 10)
#elif defined(__IBMCPP__) && !defined(__COMPILER_VER__) && __IBMCPP__ < 800
# define COMPILER_ID "VisualAge"
/* __IBMCPP__ = VRP */
# define COMPILER_VERSION_MAJOR DEC(__IBMCPP__/100)
# define COMPILER_VERSION_MINOR DEC(__IBMCPP__/10 % 10)
# define COMPILER_VERSION_PATCH DEC(__IBMCPP__ % 10)
#elif defined(__NVCOMPILER)
# define COMPILER_ID "NVHPC"
# define COMPILER_VERSION_MAJOR DEC(__NVCOMPILER_MAJOR__)
# define COMPILER_VERSION_MINOR DEC(__NVCOMPILER_MINOR__)
# if defined(__NVCOMPILER_PATCHLEVEL__)
# define COMPILER_VERSION_PATCH DEC(__NVCOMPILER_PATCHLEVEL__)
# endif
#elif defined(__PGI)
# define COMPILER_ID "PGI"
# define COMPILER_VERSION_MAJOR DEC(__PGIC__)
# define COMPILER_VERSION_MINOR DEC(__PGIC_MINOR__)
# if defined(__PGIC_PATCHLEVEL__)
# define COMPILER_VERSION_PATCH DEC(__PGIC_PATCHLEVEL__)
# endif
#elif defined(_CRAYC)
# define COMPILER_ID "Cray"
# define COMPILER_VERSION_MAJOR DEC(_RELEASE_MAJOR)
# define COMPILER_VERSION_MINOR DEC(_RELEASE_MINOR)
#elif defined(__TI_COMPILER_VERSION__)
# define COMPILER_ID "TI"
/* __TI_COMPILER_VERSION__ = VVVRRRPPP */
# define COMPILER_VERSION_MAJOR DEC(__TI_COMPILER_VERSION__/1000000)
# define COMPILER_VERSION_MINOR DEC(__TI_COMPILER_VERSION__/1000 % 1000)
# define COMPILER_VERSION_PATCH DEC(__TI_COMPILER_VERSION__ % 1000)
#elif defined(__CLANG_FUJITSU)
# define COMPILER_ID "FujitsuClang"
# define COMPILER_VERSION_MAJOR DEC(__FCC_major__)
# define COMPILER_VERSION_MINOR DEC(__FCC_minor__)
# define COMPILER_VERSION_PATCH DEC(__FCC_patchlevel__)
# define COMPILER_VERSION_INTERNAL_STR __clang_version__
#elif defined(__FUJITSU)
# define COMPILER_ID "Fujitsu"
# if defined(__FCC_version__)
# define COMPILER_VERSION __FCC_version__
# elif defined(__FCC_major__)
# define COMPILER_VERSION_MAJOR DEC(__FCC_major__)
# define COMPILER_VERSION_MINOR DEC(__FCC_minor__)
# define COMPILER_VERSION_PATCH DEC(__FCC_patchlevel__)
# endif
# if defined(__fcc_version)
# define COMPILER_VERSION_INTERNAL DEC(__fcc_version)
# elif defined(__FCC_VERSION)
# define COMPILER_VERSION_INTERNAL DEC(__FCC_VERSION)
# endif
#elif defined(__ghs__)
# define COMPILER_ID "GHS"
/* __GHS_VERSION_NUMBER = VVVVRP */
# ifdef __GHS_VERSION_NUMBER
# define COMPILER_VERSION_MAJOR DEC(__GHS_VERSION_NUMBER / 100)
# define COMPILER_VERSION_MINOR DEC(__GHS_VERSION_NUMBER / 10 % 10)
# define COMPILER_VERSION_PATCH DEC(__GHS_VERSION_NUMBER % 10)
# endif
#elif defined(__SCO_VERSION__)
# define COMPILER_ID "SCO"
#elif defined(__ARMCC_VERSION) && !defined(__clang__)
# define COMPILER_ID "ARMCC"
#if __ARMCC_VERSION >= 1000000
/* __ARMCC_VERSION = VRRPPPP */
# define COMPILER_VERSION_MAJOR DEC(__ARMCC_VERSION/1000000)
# define COMPILER_VERSION_MINOR DEC(__ARMCC_VERSION/10000 % 100)
# define COMPILER_VERSION_PATCH DEC(__ARMCC_VERSION % 10000)
#else
/* __ARMCC_VERSION = VRPPPP */
# define COMPILER_VERSION_MAJOR DEC(__ARMCC_VERSION/100000)
# define COMPILER_VERSION_MINOR DEC(__ARMCC_VERSION/10000 % 10)
# define COMPILER_VERSION_PATCH DEC(__ARMCC_VERSION % 10000)
#endif
#elif defined(__clang__) && defined(__apple_build_version__)
# define COMPILER_ID "AppleClang"
# if defined(_MSC_VER)
# define SIMULATE_ID "MSVC"
# endif
# define COMPILER_VERSION_MAJOR DEC(__clang_major__)
# define COMPILER_VERSION_MINOR DEC(__clang_minor__)
# define COMPILER_VERSION_PATCH DEC(__clang_patchlevel__)
# if defined(_MSC_VER)
/* _MSC_VER = VVRR */
# define SIMULATE_VERSION_MAJOR DEC(_MSC_VER / 100)
# define SIMULATE_VERSION_MINOR DEC(_MSC_VER % 100)
# endif
# define COMPILER_VERSION_TWEAK DEC(__apple_build_version__)
#elif defined(__clang__) && defined(__ARMCOMPILER_VERSION)
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# ============================================================================
# libfacedetection —— 独立动态库 (SHARED)
# 对外仅导出 facedetect_cnn (由 FACEDETECTION_EXPORT 标记)。
# AVX/NEON 内联函数代码在此目标内编译,对应编译标志也只加到这里。
# ============================================================================
add_library(facedetection SHARED
src/facedetectcnn.cpp
src/facedetectcnn-model.cpp
src/facedetectcnn-data.cpp
)
# 对外头文件目录PUBLIC使用本库的目标会自动获得该 include 路径)
target_include_directories(facedetection PUBLIC
${CMAKE_CURRENT_SOURCE_DIR}/include
)
# 动态库符号可见性:默认隐藏,仅 FACEDETECTION_EXPORT 标记的符号导出。
# CMake 会为 SHARED 目标自动定义 facedetection_EXPORTS配合 facedetection_export.h 使用。
set_target_properties(facedetection PROPERTIES
POSITION_INDEPENDENT_CODE ON
CXX_VISIBILITY_PRESET hidden
VISIBILITY_INLINES_HIDDEN ON
)
# ----------------------------------------------------------------------------
# SIMD 加速AVX/NEON 内联函数需要对应编译标志 + 宏定义
# ----------------------------------------------------------------------------
if(CMAKE_CXX_COMPILER_ID MATCHES "GNU|Clang")
target_compile_options(facedetection PRIVATE -O3)
if(ENABLE_AVX512)
target_compile_options(facedetection PRIVATE
-mavx512f -mavx512cd -mavx512dq -mavx512bw -mavx512vl -mfma)
target_compile_definitions(facedetection PRIVATE _ENABLE_AVX512)
message(STATUS "libfacedetection: SIMD = AVX512")
elseif(ENABLE_AVX2)
target_compile_options(facedetection PRIVATE -mavx2 -mfma)
target_compile_definitions(facedetection PRIVATE _ENABLE_AVX2)
message(STATUS "libfacedetection: SIMD = AVX2")
elseif(ENABLE_NEON)
target_compile_definitions(facedetection PRIVATE _ENABLE_NEON)
# AArch64 下 NEON 默认开启无需标志32 位 ARM 需要 -mfpu=neon。
if(CXX_HAS_MFPU_NEON)
target_compile_options(facedetection PRIVATE -mfpu=neon)
endif()
message(STATUS "libfacedetection: SIMD = NEON")
else()
message(STATUS "libfacedetection: SIMD disabled")
endif()
elseif(MSVC)
target_compile_options(facedetection PRIVATE /O2)
if(ENABLE_AVX512)
target_compile_options(facedetection PRIVATE /arch:AVX512)
target_compile_definitions(facedetection PRIVATE _ENABLE_AVX512)
elseif(ENABLE_AVX2)
target_compile_options(facedetection PRIVATE /arch:AVX2)
target_compile_definitions(facedetection PRIVATE _ENABLE_AVX2)
elseif(ENABLE_NEON)
# MSVC for ARM: NEON 默认开启,无需额外标志。
target_compile_definitions(facedetection PRIVATE _ENABLE_NEON)
endif()
endif()
# OpenMP加速卷积运算可选
if(OpenMP_FOUND)
target_link_libraries(facedetection PRIVATE OpenMP::OpenMP_CXX)
endif()

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/*
By downloading, copying, installing or using the software you agree to this license.
If you do not agree to this license, do not download, install,
copy or use the software.
License Agreement For libfacedetection
(3-clause BSD License)
Copyright (c) 2018-2021, Shiqi Yu, all rights reserved.
shiqi.yu@gmail.com
Redistribution and use in source and binary forms, with or without modification,
are permitted provided that the following conditions are met:
* Redistributions of source code must retain the above copyright notice,
this list of conditions and the following disclaimer.
* Redistributions in binary form must reproduce the above copyright notice,
this list of conditions and the following disclaimer in the documentation
and/or other materials provided with the distribution.
* Neither the names of the copyright holders nor the names of the contributors
may be used to endorse or promote products derived from this software
without specific prior written permission.
This software is provided by the copyright holders and contributors "as is" and
any express or implied warranties, including, but not limited to, the implied
warranties of merchantability and fitness for a particular purpose are disclaimed.
In no event shall copyright holders or contributors be liable for any direct,
indirect, incidental, special, exemplary, or consequential damages
(including, but not limited to, procurement of substitute goods or services;
loss of use, data, or profits; or business interruption) however caused
and on any theory of liability, whether in contract, strict liability,
or tort (including negligence or otherwise) arising in any way out of
the use of this software, even if advised of the possibility of such damage.
*/
#pragma once
#include "facedetection_export.h"
// AVX/NEON 加速现由 CMake 选项控制,无需在此手动取消注释:
// cmake -DENABLE_AVX2=ON .. (X64 CPU推荐)
// cmake -DENABLE_AVX512=ON .. (X64 CPU支持较新)
// cmake -DENABLE_NEON=ON .. (ARM CPU)
// CMake 会通过 -D 自动定义对应的 _ENABLE_AVX* / _ENABLE_NEON 宏并添加编译器指令集标志。
// 下面三行保留仅供参考,手动取消注释时必须自行确保编译标志已添加,否则会报
// "target specific option mismatch" 错误。
// #define _ENABLE_AVX512 //Please enable it if X64 CPU
// #define _ENABLE_AVX2 //Please enable it if X64 CPU
//#define _ENABLE_NEON //Please enable it if ARM CPU
#define FACEDETECTION_RESULT_BUFFER_SIZE 0x9000
#define FACEDETECTION_RESULT_MAX_FACES 1024
#define FACEDETECTION_RESULT_STRIDE_SHORTS 16
FACEDETECTION_EXPORT int * facedetect_cnn(unsigned char * result_buffer, //buffer memory for storing face detection results, !!its size must be FACEDETECTION_RESULT_BUFFER_SIZE Bytes!!
unsigned char * rgb_image_data, int width, int height, int step); //input image, it must be BGR (three channels) insteed of RGB image!
/*
DO NOT EDIT the following code if you don't really understand it.
*/
#if defined(_ENABLE_AVX512) || defined(_ENABLE_AVX2)
#include <immintrin.h>
#endif
#if defined(_ENABLE_NEON)
#include "arm_neon.h"
//NEON does not support UINT8*INT8 dot product
//to conver the input data to range [0, 127],
//and then use INT8*INT8 dot product
#define _MAX_UINT8_VALUE 127
#else
#define _MAX_UINT8_VALUE 255
#endif
#if defined(_ENABLE_AVX512)
#define _MALLOC_ALIGN 512
#elif defined(_ENABLE_AVX2)
#define _MALLOC_ALIGN 256
#else
#define _MALLOC_ALIGN 128
#endif
#if defined(_ENABLE_AVX512)&& defined(_ENABLE_NEON)
#error Cannot enable the two of AVX512 and NEON at the same time.
#endif
#if defined(_ENABLE_AVX2)&& defined(_ENABLE_NEON)
#error Cannot enable the two of AVX and NEON at the same time.
#endif
#if defined(_ENABLE_AVX512)&& defined(_ENABLE_AVX2)
#error Cannot enable the two of AVX512 and AVX2 at the same time.
#endif
#if defined(_OPENMP)
#include <omp.h>
#endif
#include <string.h>
#include <vector>
#include <iostream>
#include <typeinfo>
void* myAlloc(size_t size);
void myFree_(void* ptr);
#define myFree(ptr) (myFree_(*(ptr)), *(ptr)=0);
#ifndef MIN
# define MIN(a,b) ((a) > (b) ? (b) : (a))
#endif
#ifndef MAX
# define MAX(a,b) ((a) < (b) ? (b) : (a))
#endif
typedef struct FaceRect_
{
float score;
int x;
int y;
int w;
int h;
int lm[10];
}FaceRect;
typedef struct ConvInfoStruct_ {
int channels;
int num_filters;
bool is_depthwise;
bool is_pointwise;
bool with_relu;
float* pWeights;
float* pBiases;
}ConvInfoStruct;
template <typename T>
class CDataBlob
{
public:
int rows;
int cols;
int channels; //in element
int channelStep; //in byte
T * data;
public:
CDataBlob() {
rows = 0;
cols = 0;
channels = 0;
channelStep = 0;
data = nullptr;
}
CDataBlob(int r, int c, int ch)
{
data = nullptr;
create(r, c, ch);
//#warning "confirm later"
setZero();
}
~CDataBlob()
{
setNULL();
}
CDataBlob(CDataBlob<T> &&other) {
data = other.data;
other.data = nullptr;
rows = other.rows;
cols = other.cols;
channels = other.channels;
channelStep = other.channelStep;
}
CDataBlob<T> &operator=(CDataBlob<T> &&other) {
this->~CDataBlob();
new (this) CDataBlob<T>(std::move(other));
return *this;
}
void setNULL()
{
if (data)
myFree(&data);
rows = cols = channels = channelStep = 0;
data = nullptr;
}
void setZero()
{
if(data)
memset(data, 0, channelStep * rows * cols);
}
inline bool isEmpty() const
{
return (rows <= 0 || cols <= 0 || channels == 0 || data == nullptr);
}
bool create(int r, int c, int ch)
{
setNULL();
rows = r;
cols = c;
channels = ch;
//alloc space for int8 array
int remBytes = (sizeof(T)* channels) % (_MALLOC_ALIGN / 8);
if (remBytes == 0)
this->channelStep = channels * sizeof(T);
else
this->channelStep = (channels * sizeof(T)) + (_MALLOC_ALIGN / 8) - remBytes;
data = (T*)myAlloc(size_t(rows) * cols * this->channelStep);
if (data == nullptr)
{
std::cerr << "Failed to alloc memeory for uint8 data blob: "
<< rows << "*"
<< cols << "*"
<< channels << std::endl;
return false;
}
//memset(data, 0, width * height * channelStep);
//the following code is faster than memset
//but not only the padding bytes are set to zero.
//BE CAREFUL!!!
//#if defined(_OPENMP)
//#pragma omp parallel for
//#endif
// for (int r = 0; r < this->rows; r++)
// {
// for (int c = 0; c < this->cols; c++)
// {
// int pixel_end = this->channelStep / sizeof(T);
// T * pI = this->ptr(r, c);
// for (int ch = this->channels; ch < pixel_end; ch++)
// pI[ch] = 0;
// }
// }
return true;
}
inline T * ptr(int r, int c)
{
if( r < 0 || r >= this->rows || c < 0 || c >= this->cols )
return nullptr;
return (this->data + (size_t(r) * this->cols + c) * this->channelStep /sizeof(T));
}
inline const T * ptr(int r, int c) const
{
if( r < 0 || r >= this->rows || c < 0 || c >= this->cols )
return nullptr;
return (this->data + (size_t(r) * this->cols + c) * this->channelStep /sizeof(T));
}
inline const T getElement(int r, int c, int ch) const
{
if (this->data)
{
if (r >= 0 && r < this->rows &&
c >= 0 && c < this->cols &&
ch >= 0 && ch < this->channels)
{
const T * p = this->ptr(r, c);
return (p[ch]);
}
}
return (T)(0);
}
friend std::ostream &operator<<(std::ostream &output, CDataBlob &dataBlob)
{
output << "DataBlob Size (channels, rows, cols) = ("
<< dataBlob.channels
<< ", " << dataBlob.rows
<< ", " << dataBlob.cols
<< ")" << std::endl;
if( dataBlob.rows * dataBlob.cols * dataBlob.channels <= 16)
{ //print the elements only when the total number is less than 64
for (int ch = 0; ch < dataBlob.channels; ch++)
{
output << "Channel " << ch << ": " << std::endl;
for (int r = 0; r < dataBlob.rows; r++)
{
output << "(";
for (int c = 0; c < dataBlob.cols; c++)
{
T * p = dataBlob.ptr(r, c);
if(sizeof(T)<4)
output << (int)(p[ch]);
else
output << p[ch];
if (c != dataBlob.cols - 1)
output << ", ";
}
output << ")" << std::endl;
}
}
}
else{
output << "(" ;
int idx = 0;
bool outloop = false;
for(int r = 0; r < dataBlob.rows && !outloop; ++r) {
for(int c = 0; c < dataBlob.cols && !outloop; ++c) {
for(int ch = 0; ch < dataBlob.channels && !outloop; ++ch) {
output << dataBlob.getElement(r, c, ch) << ", ";
++idx;
if(idx >= 16) {
outloop = true;
}
}
}
}
output << "..., "
<< dataBlob.getElement(dataBlob.rows-1, dataBlob.cols-1, dataBlob.channels-1) << ")"
<< std::endl;
float max_it = -500.f;
float min_it = 500.f;
for(int r = 0; r < dataBlob.rows; ++r) {
for(int c = 0; c < dataBlob.cols; ++c) {
for(int ch = 0; ch < dataBlob.channels; ++ch) {
max_it = std::max(max_it, dataBlob.getElement(r, c, ch));
min_it = std::min(min_it, dataBlob.getElement(r, c, ch));
}
}
}
output << "max_it: " << max_it << " min_it: " << min_it << std::endl;
}
return output;
}
};
template <typename T>
class Filters{
public:
int channels;
int num_filters;
bool is_depthwise;
bool is_pointwise;
bool with_relu;
CDataBlob<T> weights;
CDataBlob<T> biases;
Filters()
{
channels = 0;
num_filters = 0;
is_depthwise = false;
is_pointwise = false;
with_relu = true;
}
Filters & operator=(ConvInfoStruct & convinfo)
{
if (typeid(float) != typeid(T))
{
std::cerr << "The data type must be float in this version." << std::endl;
return *this;
}
if (typeid(float*) != typeid(convinfo.pWeights) ||
typeid(float*) != typeid(convinfo.pBiases))
{
std::cerr << "The data type of the filter parameters must be float in this version." << std::endl;
return *this;
}
this->channels = convinfo.channels;
this->num_filters = convinfo.num_filters;
this->is_depthwise = convinfo.is_depthwise;
this->is_pointwise = convinfo.is_pointwise;
this->with_relu = convinfo.with_relu;
if(!this->is_depthwise && this->is_pointwise) //1x1 point wise
{
this->weights.create(1, num_filters, channels);
}
else if(this->is_depthwise && !this->is_pointwise) //3x3 depth wise
{
this->weights.create(1, 9, channels);
}
else
{
std::cerr << "Unsupported filter type. Only 1x1 point-wise and 3x3 depth-wise are supported." << std::endl;
return *this;
}
this->biases.create(1, 1, num_filters);
//the format of convinfo.pWeights/biases must meet the format in this->weigths/biases
for(int fidx = 0; fidx < this->weights.cols; fidx++)
memcpy(this->weights.ptr(0,fidx),
convinfo.pWeights + channels * fidx ,
channels * sizeof(T));
memcpy(this->biases.ptr(0,0), convinfo.pBiases, sizeof(T) * this->num_filters);
return *this;
}
};
std::vector<FaceRect> objectdetect_cnn(const unsigned char* rgbImageData, int with, int height, int step);
CDataBlob<float> setDataFrom3x3S2P1to1x1S1P0FromImage(const unsigned char* inputData, int imgWidth, int imgHeight, int imgChannels, int imgWidthStep, int padDivisor=32);
CDataBlob<float> convolution(const CDataBlob<float>& inputData, const Filters<float>& filters, bool do_relu = true);
CDataBlob<float> convolutionDP(const CDataBlob<float>& inputData,
const Filters<float>& filtersP, const Filters<float>& filtersD, bool do_relu = true);
CDataBlob<float> convolution4layerUnit(const CDataBlob<float>& inputData,
const Filters<float>& filtersP1, const Filters<float>& filtersD1,
const Filters<float>& filtersP2, const Filters<float>& filtersD2, bool do_relu = true);
CDataBlob<float> maxpooling2x2S2(const CDataBlob<float>& inputData);
CDataBlob<float> elementAdd(const CDataBlob<float>& inputData1, const CDataBlob<float>& inputData2);
CDataBlob<float> upsampleX2(const CDataBlob<float>& inputData);
CDataBlob<float> meshgrid(int feature_width, int feature_height, int stride, float offset=0.0f);
// TODO implement in SIMD
void bbox_decode(CDataBlob<float>& bbox_pred, const CDataBlob<float>& priors, int stride);
void kps_decode(CDataBlob<float>& bbox_pred, const CDataBlob<float>& priors, int stride);
template<typename T>
CDataBlob<T> blob2vector(const CDataBlob<T> &inputData);
template<typename T>
CDataBlob<T> concat3(const CDataBlob<T>& inputData1, const CDataBlob<T>& inputData2, const CDataBlob<T>& inputData3);
// TODO implement in SIMD
void sigmoid(CDataBlob<float>& inputData);
std::vector<FaceRect> detection_output(const CDataBlob<float>& cls,
const CDataBlob<float>& reg,
const CDataBlob<float>& kps,
const CDataBlob<float>& obj,
float overlap_threshold, float confidence_threshold, int top_k, int keep_top_k);

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@@ -0,0 +1,42 @@
#ifndef FACEDETECTION_EXPORT_H
#define FACEDETECTION_EXPORT_H
#ifdef FACEDETECTION_STATIC_DEFINE
# define FACEDETECTION_EXPORT
# define FACEDETECTION_NO_EXPORT
#else
# ifndef FACEDETECTION_EXPORT
# ifdef facedetection_EXPORTS
/* We are building this library */
# define FACEDETECTION_EXPORT __attribute__((visibility("default")))
# else
/* We are using this library */
# define FACEDETECTION_EXPORT __attribute__((visibility("default")))
# endif
# endif
# ifndef FACEDETECTION_NO_EXPORT
# define FACEDETECTION_NO_EXPORT __attribute__((visibility("hidden")))
# endif
#endif
#ifndef FACEDETECTION_DEPRECATED
# define FACEDETECTION_DEPRECATED __attribute__ ((__deprecated__))
#endif
#ifndef FACEDETECTION_DEPRECATED_EXPORT
# define FACEDETECTION_DEPRECATED_EXPORT FACEDETECTION_EXPORT FACEDETECTION_DEPRECATED
#endif
#ifndef FACEDETECTION_DEPRECATED_NO_EXPORT
# define FACEDETECTION_DEPRECATED_NO_EXPORT FACEDETECTION_NO_EXPORT FACEDETECTION_DEPRECATED
#endif
#if 0 /* DEFINE_NO_DEPRECATED */
# ifndef FACEDETECTION_NO_DEPRECATED
# define FACEDETECTION_NO_DEPRECATED
# endif
#endif
#endif /* FACEDETECTION_EXPORT_H */

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