MTCNN Face Detection & Alignment
License: MIT License
I found it that you models are slower then the official release. Did you retrained all models ?
Since the onet is half of source mtcnn, do you retrain mtcnn?
hello, i m new to mtcnn.
I noted that the origin version has four models(), the last one is named L-net. I guess L-net is used to generate five points on the face(face alignment). But in your repo you just have three models and show some pictures have landmarks. So, my question is, without L-net also can generate five points?
I found that your code have no operation about the thranspose the img, did you train your model without transpose the model?
/usr/bin/ld: CMakeFiles/MTCNN.dir/mtcnn.cpp.o: undefined reference to symbol '_ZN6google4base21CheckOpMessageBuilder7ForVar2Ev'
//usr/local/lib/libglog.so.0: error adding symbols: DSO missing from command line
collect2: error: ld returned 1 exit status
CMakeFiles/MTCNN.dir/build.make:142: recipe for target 'MTCNN' failed
make[2]: *** [MTCNN] Error 1
CMakeFiles/Makefile2:67: recipe for target 'CMakeFiles/MTCNN.dir/all' failed
make[1]: *** [CMakeFiles/MTCNN.dir/all] Error 2
Makefile:83: recipe for target 'all' failed
make: *** [all] Error 2
I get the following error during compilation:
/home/user/caffe/build/install/include/caffe/util/device_alternate.hpp:34:10: fatal error: 'cublas_v2.h' file not found
#include <cublas_v2.h>
^~~~~~~~~~~~~
1 error generated.
Thanks.
The author's original model is fed into RGB image, and is stored as colomn- first, what about your model?
Hi, these day i test the mode with camera.
my compute GTX760
640480 ~80ms GPU minSize 40 threshold:: 0.7f, 0.6f, 0.6f
GTX1080Ti
640480 ~66ms GPU minSize 40 threshold:: 0.7f, 0.6f, 0.6f
66ms is a little low.
how can i improve the algorithm to accelerate the detect expect for resize Image
To achieve your retrained model's accuracy, how many training data you used for each net?
your readme file is not comment about how to build,can you share your build process?because when i compile your mtcnn.cpp file ,there are some errors:
/tmp/cc7DRBwV.o：在函数‘MTCNN::GenerateBBox(caffe::Blob, caffe::Blob, float, float)’中：
mtcnn.cpp:(.text+0xd93)：对‘caffe::Blob::cpu_data() const’未定义的引用
mtcnn.cpp:(.text+0xdbb)：对‘caffe::Blob::cpu_data() const’未定义的引用
/tmp/cc7DRBwV.o：在函数‘MTCNN::MTCNN(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&)’中：
mtcnn.cpp:(.text+0x112d)：对‘caffe::Net::Net(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&, caffe::Phase, int, std::vector<std::__cxx11::basic_string<char, std::char_traits, std::allocator >, std::allocator<std::__cxx11::basic_string<char, std::char_traits, std::allocator > > > const*)’未定义的引用
mtcnn.cpp:(.text+0x1190)：对‘caffe::Net::CopyTrainedLayersFrom(std::__cxx11::basic_string<char, std::char_traits, std::allocator >)’未定义的引用
mtcnn.cpp:(.text+0x11ec)：对‘caffe::Net::Net(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&, caffe::Phase, int, std::vector<std::__cxx11::basic_string<char, std::char_traits, std::allocator >, std::allocator<std::__cxx11::basic_string<char, std::char_traits, std::allocator > > > const*)’未定义的引用
mtcnn.cpp:(.text+0x1257)：对‘caffe::Net::CopyTrainedLayersFrom(std::__cxx11::basic_string<char, std::char_traits, std::allocator >)’未定义的引用
mtcnn.cpp:(.text+0x12ad)：对‘caffe::Net::Net(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&, caffe::Phase, int, std::vector<std::__cxx11::basic_string<char, std::char_traits, std::allocator >, std::allocator<std::__cxx11::basic_string<char, std::char_traits, std::allocator > > > const*)’未定义的引用
mtcnn.cpp:(.text+0x130f)：对‘caffe::Net::CopyTrainedLayersFrom(std::__cxx11::basic_string<char, std::char_traits, std::allocator >)’未定义的引用
mtcnn.cpp:(.text+0x1394)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int)’未定义的引用
mtcnn.cpp:(.text+0x13a8)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text+0x1403)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text+0x14dc)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘MTCNN::ProposalNet(cv::Mat const&, int, float, float)’中：
mtcnn.cpp:(.text+0x182a)：对‘cv::resize(cv::_InputArray const&, cv::OutputArray const&, cv::Size, double, double, int)’未定义的引用
mtcnn.cpp:(.text+0x1872)：对‘caffe::Blob::Reshape(int, int, int, int)’未定义的引用
mtcnn.cpp:(.text+0x1889)：对‘caffe::Net::Reshape()’未定义的引用
mtcnn.cpp:(.text+0x1898)：对‘caffe::Blob::mutable_cpu_data()’未定义的引用
mtcnn.cpp:(.text+0x1a5e)：对‘caffe::Net::Forward(float*)’未定义的引用
mtcnn.cpp:(.text+0x1ab3)：对‘caffe::Net::blob_by_name(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&) const’未定义的引用
mtcnn.cpp:(.text+0x1b4b)：对‘caffe::Net::blob_by_name(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&) const’未定义的引用
/tmp/cc7DRBwV.o：在函数‘MTCNN::NextStage(cv::Mat const&, std::vector<FaceInfo, std::allocator >&, int, int, int, float)’中：
mtcnn.cpp:(.text+0x1fa5)：对‘caffe::Blob::Reshape(int, int, int, int)’未定义的引用
mtcnn.cpp:(.text+0x1fc0)：对‘caffe::Net::Reshape()’未定义的引用
mtcnn.cpp:(.text+0x201f)：对‘caffe::Blob::Reshape(int, int, int, int)’未定义的引用
mtcnn.cpp:(.text+0x203a)：对‘caffe::Net::Reshape()’未定义的引用
mtcnn.cpp:(.text+0x204a)：对‘caffe::Blob::mutable_cpu_data()’未定义的引用
mtcnn.cpp:(.text+0x21e8)：对‘cv::resize(cv::_InputArray const&, cv::OutputArray const&, cv::Size, double, double, int)’未定义的引用
mtcnn.cpp:(.text+0x22ee)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text+0x22fd)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text+0x230c)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text+0x24e2)：对‘caffe::Net::Forward(float*)’未定义的引用
mtcnn.cpp:(.text+0x253b)：对‘caffe::Net::blob_by_name(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&) const’未定义的引用
mtcnn.cpp:(.text+0x25d7)：对‘caffe::Net::blob_by_name(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&) const’未定义的引用
mtcnn.cpp:(.text+0x263f)：对‘caffe::Net::Forward(float*)’未定义的引用
mtcnn.cpp:(.text+0x2698)：对‘caffe::Net::blob_by_name(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&) const’未定义的引用
mtcnn.cpp:(.text+0x2734)：对‘caffe::Net::blob_by_name(std::_cxx11::basic_string<char, std::char_traits, std::allocator > const&) const’未定义的引用
mtcnn.cpp:(.text+0x27d0)：对‘caffe::Net::blob_by_name(std::cxx11::basic_string<char, std::char_traits, std::allocator > const&) const’未定义的引用
mtcnn.cpp:(.text+0x2823)：对‘caffe::Blob::cpu_data() const’未定义的引用
mtcnn.cpp:(.text+0x2839)：对‘caffe::Blob::cpu_data() const’未定义的引用
mtcnn.cpp:(.text+0x2864)：对‘caffe::Blob::cpu_data() const’未定义的引用
mtcnn.cpp:(.text+0x2b75)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘main’中：
mtcnn.cpp:(.text+0x391e)：对‘cv::imread(cv::String const&, int)’未定义的引用
mtcnn.cpp:(.text+0x3941)：对‘cv::getTickCount()’未定义的引用
mtcnn.cpp:(.text+0x399b)：对‘cv::getTickCount()’未定义的引用
mtcnn.cpp:(.text+0x39b9)：对‘cv::getTickFrequency()’未定义的引用
mtcnn.cpp:(.text+0x3c12)：对‘cv::rectangle(cv::Mat&, cv::Rect, cv::Scalar const&, int, int, int)’未定义的引用
mtcnn.cpp:(.text+0x3d6c)：对‘cv::circle(cv::InputOutputArray const&, cv::Point, int, cv::Scalar const&, int, int, int)’未定义的引用
mtcnn.cpp:(.text+0x3e4a)：对‘cv::imwrite(cv::String const&, cv::_InputArray const&, std::vector<int, std::allocator > const&)’未定义的引用
mtcnn.cpp:(.text+0x3edb)：对‘cv::imshow(cv::String const&, cv::_InputArray const&)’未定义的引用
mtcnn.cpp:(.text+0x3f03)：对‘cv::waitKey(int)’未定义的引用
/tmp/cc7DRBwV.o：在函数‘__static_initialization_and_destruction_0(int, int)’中：
mtcnn.cpp:(.text+0x428b)：对‘boost::system::generic_category()’未定义的引用
mtcnn.cpp:(.text+0x4297)：对‘boost::system::generic_category()’未定义的引用
mtcnn.cpp:(.text+0x42a3)：对‘boost::system::system_category()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘caffe::Caffe::set_mode(caffe::Caffe::Brew)’中：
mtcnn.cpp:(.text._ZN5caffe5Caffe8set_modeENS0_4BrewE[_ZN5caffe5Caffe8set_modeENS0_4BrewE]+0xc)：对‘caffe::Caffe::Get()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘cv::String::String(char const*)’中：
mtcnn.cpp:(.text._ZN2cv6StringC2EPKc[_ZN2cv6StringC5EPKc]+0x4d)：对‘cv::String::allocate(unsigned long)’未定义的引用
/tmp/cc7DRBwV.o：在函数‘cv::String::~String()’中：
mtcnn.cpp:(.text._ZN2cv6StringD2Ev[_ZN2cv6StringD5Ev]+0x14)：对‘cv::String::deallocate()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘cv::String::operator=(cv::String const&)’中：
mtcnn.cpp:(.text.ZN2cv6StringaSERKS0[ZN2cv6StringaSERKS0]+0x28)：对‘cv::String::deallocate()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘cv::Mat::~Mat()’中：
mtcnn.cpp:(.text._ZN2cv3MatD2Ev[_ZN2cv3MatD5Ev]+0x39)：对‘cv::fastFree(void*)’未定义的引用
/tmp/cc7DRBwV.o：在函数‘cv::Mat::clone() const’中：
mtcnn.cpp:(.text._ZNK2cv3Mat5cloneEv[_ZNK2cv3Mat5cloneEv]+0x4e)：对‘cv::Mat::copyTo(cv::_OutputArray const&) const’未定义的引用
/tmp/cc7DRBwV.o：在函数‘cv::Mat::release()’中：
mtcnn.cpp:(.text._ZN2cv3Mat7releaseEv[ZN2cv3Mat7releaseEv]+0x4b)：对‘cv::Mat::deallocate()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘cv::Mat::operator()(cv::Rect const&) const’中：
mtcnn.cpp:(.text._ZNK2cv3MatclERKNS_5Rect_IiEE[ZNK2cv3MatclERKNS_5Rect_IiEE]+0x27)：对‘cv::Mat::Mat(cv::Mat const&, cv::Rect const&)’未定义的引用
/tmp/cc7DRBwV.o：在函数‘cv::String::String(std::__cxx11::basic_string<char, std::char_traits, std::allocator > const&)’中：
mtcnn.cpp:(.text._ZN2cv6StringC2ERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE[_ZN2cv6StringC5ERKNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEE]+0x69)：对‘cv::String::allocate(unsigned long)’未定义的引用
/tmp/cc7DRBwV.o：在函数‘caffe::Blob::offset(int, int, int, int) const’中：
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x99)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0xa5)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0xb1)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x11f)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x12b)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x137)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x1a2)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x1ae)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x1ba)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x228)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x234)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x240)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x2ab)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x2b7)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x2c3)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x331)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x33d)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x349)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x3b4)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x3c0)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x3cc)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x43a)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x446)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x452)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x4c9)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x4d5)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x4e1)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x4ed)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
/tmp/cc7DRBwV.o:mtcnn.cpp:(.text._ZNK5caffe4BlobIfE6offsetEiiii[_ZNK5caffe4BlobIfE6offsetEiiii]+0x4f9): 跟着更多未定义的参考到 google::LogMessageFatal::~LogMessageFatal()
/tmp/cc7DRBwV.o：在函数‘std::__cxx11::basic_string<char, std::char_traits, std::allocator >* google::MakeCheckOpString<int, int>(int const&, int const&, char const*)’中：
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0x33)：对‘google::base::CheckOpMessageBuilder::CheckOpMessageBuilder(char const*)’未定义的引用
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0x5d)：对‘google::base::CheckOpMessageBuilder::ForVar2()’未定义的引用
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0x7b)：对‘google::base::CheckOpMessageBuilder::NewStringabi:cxx11’未定义的引用
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0x8a)：对‘google::base::CheckOpMessageBuilder::~CheckOpMessageBuilder()’未定义的引用
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIiiEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0xad)：对‘google::base::CheckOpMessageBuilder::~CheckOpMessageBuilder()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘caffe::Blob::LegacyShape(int) const’中：
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x83)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x8f)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0xa8)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x107)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x113)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x11f)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x17e)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x18a)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x196)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x1ff)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x20b)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE11LegacyShapeEi[_ZNK5caffe4BlobIfE11LegacyShapeEi]+0x217)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘std::__cxx11::basic_string<char, std::char_traits, std::allocator >* google::MakeCheckOpString<bool, bool>(bool const&, bool const&, char const*)’中：
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0x33)：对‘google::base::CheckOpMessageBuilder::CheckOpMessageBuilder(char const*)’未定义的引用
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0x5d)：对‘google::base::CheckOpMessageBuilder::ForVar2()’未定义的引用
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0x7b)：对‘google::base::CheckOpMessageBuilder::NewStringabi:cxx11’未定义的引用
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0x8a)：对‘google::base::CheckOpMessageBuilder::~CheckOpMessageBuilder()’未定义的引用
mtcnn.cpp:(.text._ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc[_ZN6google17MakeCheckOpStringIbbEEPNSt7__cxx1112basic_stringIcSt11char_traitsIcESaIcEEERKT_RKT0_PKc]+0xad)：对‘google::base::CheckOpMessageBuilder::~CheckOpMessageBuilder()’未定义的引用
/tmp/cc7DRBwV.o：在函数‘caffe::Blob::CanonicalAxisIndex(int) const’中：
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE18CanonicalAxisIndexEi[_ZNK5caffe4BlobIfE18CanonicalAxisIndexEi]+0xaa)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE18CanonicalAxisIndexEi[_ZNK5caffe4BlobIfE18CanonicalAxisIndexEi]+0xb6)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE18CanonicalAxisIndexEi[_ZNK5caffe4BlobIfE18CanonicalAxisIndexEi]+0x115)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE18CanonicalAxisIndexEi[_ZNK5caffe4BlobIfE18CanonicalAxisIndexEi]+0x1a2)：对‘google::LogMessageFatal::LogMessageFatal(char const*, int, google::CheckOpString const&)’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE18CanonicalAxisIndexEi[_ZNK5caffe4BlobIfE18CanonicalAxisIndexEi]+0x1ae)：对‘google::LogMessage::stream()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE18CanonicalAxisIndexEi[_ZNK5caffe4BlobIfE18CanonicalAxisIndexEi]+0x20d)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE18CanonicalAxisIndexEi[_ZNK5caffe4BlobIfE18CanonicalAxisIndexEi]+0x248)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
mtcnn.cpp:(.text._ZNK5caffe4BlobIfE18CanonicalAxisIndexEi[_ZNK5caffe4BlobIfE18CanonicalAxisIndexEi]+0x26e)：对‘google::LogMessageFatal::~LogMessageFatal()’未定义的引用
collect2: error: ld returned 1 exit status
i don't know how to solve it.thank you! @blankWorld
my OS:ubuntu16.04
Can I know if the code does face alignment after face recognition.
If so, can I know the location where the code for face alignment starts
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