Polaris is a Face recognition attendance system .

Overview

Support Me 🚀

About Polaris 📄

Polaris is a system based on facial recognition with a futuristic GUI design, Can easily find people informations stored in a database using their pictures .

Functionality Supported 📌 :

  • Register new people :

  • Search for people using their pictures :

Built Using 🔧

  • PyQt5 - PyQt5 is a Python binding of the cross-platform GUI toolkit Qt
  • OpenCV - Open Source Computer Vision and Machine Learning software library
  • Dlib - C++ Library containing Machine Learning Algorithms
  • face_recognition by Adam Geitgey

How to use 🔨

  • First of all, we have to install all the required libraries .

  • PyQt5 :

pip install PyQt5
  • OpenCV :
pip install opencv-python
  • Numpy :
pip install numpy
  • Dlib :
pip install dlib
  • face_recognition :
pip install face_recognition
  • PIL :
pip install pillow
  • Then, Clone the repository and run the program 💻
git clone https://github.com/ChibaniMohamed/Polaris.git

cd Polaris/

python main.py

Contributing 💡

Contributions are what make the open source community such an amazing place to be learn, inspire, and create. Any contributions you make are greatly appreciated.

Support Me 🚀

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Comments
  • Facing issue during installation of

    Facing issue during installation of "face_recognition" on Windows 10

    This is my current error report.

    Nom du système d’exploitation: Microsoft Windows 10 Famille Version du système: 10.0.19041 N/A version 19041 Python 3.9.1 pip 21.0.1

    D:\Polaris>pip install face_recognition
    Collecting face_recognition
      Using cached face_recognition-1.3.0-py2.py3-none-any.whl (15 kB)
    Requirement already satisfied: Click>=6.0 in c:\users\ludndev\appdata\local\programs\python\python39\lib\site-packages (from face_recognition) (7.1.2)
    Collecting dlib>=19.7
      Using cached dlib-19.22.0.tar.gz (7.4 MB)
    Requirement already satisfied: face-recognition-models>=0.3.0 in c:\users\ludndev\appdata\local\programs\python\python39\lib\site-packages (from face_recognition) (0.3.0)
    Requirement already satisfied: Pillow in c:\users\ludndev\appdata\local\programs\python\python39\lib\site-packages (from face_recognition) (8.1.2)
    Requirement already satisfied: numpy in c:\users\ludndev\appdata\local\programs\python\python39\lib\site-packages (from face_recognition) (1.20.2)
    Building wheels for collected packages: dlib
      Building wheel for dlib (setup.py) ... error
      ERROR: Command errored out with exit status 1:
       command: 'c:\users\ludndev\appdata\local\programs\python\python39\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\setup.py'"'"'; __file__='"'"'C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\ludndev\AppData\Local\Temp\pip-wheel-h3ipmluc'
           cwd: C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\
      Complete output (73 lines):
      running bdist_wheel
      running build
      running build_py
      package init file 'tools\python\dlib\__init__.py' not found (or not a regular file)
      running build_ext
      Building extension for Python 3.9.1 (tags/v3.9.1:1e5d33e, Dec  7 2020, 17:08:21) [MSC v.1927 64 bit (AMD64)]
      Invoking CMake setup: 'cmake C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\tools\python -DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\build\lib.win-amd64-3.9 -DPYTHON_EXECUTABLE=c:\users\ludndev\appdata\local\programs\python\python39\python.exe -DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\build\lib.win-amd64-3.9 -A x64'
      -- Building for: Visual Studio 12 2013
      -- The C compiler identification is MSVC 18.0.21005.1
      -- The CXX compiler identification is MSVC 18.0.21005.1
      -- Detecting C compiler ABI info
      -- Detecting C compiler ABI info - done
      -- Check for working C compiler: C:/Program Files (x86)/Microsoft Visual Studio 12.0/VC/bin/x86_amd64/cl.exe - skipped
      -- Detecting C compile features
      -- Detecting C compile features - done
      -- Detecting CXX compiler ABI info
      -- Detecting CXX compiler ABI info - done
      -- Check for working CXX compiler: C:/Program Files (x86)/Microsoft Visual Studio 12.0/VC/bin/x86_amd64/cl.exe - skipped
      -- Detecting CXX compile features
      -- Detecting CXX compile features - done
      -- Found PythonInterp: C:/Users/ludndev/AppData/Local/Programs/Python/Python39/python.exe (found version "3.9.1")
      -- Found PythonLibs: C:/Users/ludndev/AppData/Local/Programs/Python/Python39/libs/Python39.lib
      -- pybind11 v2.2.4
      -- Using CMake version: 3.18.4
      -- Compiling dlib version: 19.22.0
      CMake Error at C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/cmake_utils/set_compiler_specific_options.cmake:31 (message):
        C++11 is required to use dlib, but the version of Visual Studio you are
        using is too old and doesn't support C++11.  You need Visual Studio 2015 or
        newer.
      Call Stack (most recent call first):
        C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/cmake_utils/test_for_sse4/CMakeLists.txt:8 (include)
    
    
      CMake Error at C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/cmake_utils/check_if_sse4_instructions_executable_on_host.cmake:13 (try_compile):
        Failed to configure test project build system.
      Call Stack (most recent call first):
        C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/cmake_utils/set_compiler_specific_options.cmake:13 (include)
        C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/CMakeLists.txt:33 (include)
    
    
      -- Configuring incomplete, errors occurred!
      See also "C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/build/temp.win-amd64-3.9/Release/CMakeFiles/CMakeOutput.log".
      Traceback (most recent call last):
        File "<string>", line 1, in <module>
        File "C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\setup.py", line 222, in <module>
          setup(
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\site-packages\setuptools\__init__.py", line 165, in setup
          return distutils.core.setup(**attrs)
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\core.py", line 148, in setup
          dist.run_commands()
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\dist.py", line 966, in run_commands
          self.run_command(cmd)
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
          cmd_obj.run()
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\site-packages\wheel\bdist_wheel.py", line 299, in run
          self.run_command('build')
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\cmd.py", line 313, in run_command
          self.distribution.run_command(command)
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
          cmd_obj.run()
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\command\build.py", line 135, in run
          self.run_command(cmd_name)
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\cmd.py", line 313, in run_command
          self.distribution.run_command(command)
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
          cmd_obj.run()
        File "C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\setup.py", line 134, in run
          self.build_extension(ext)
        File "C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\setup.py", line 171, in build_extension
          subprocess.check_call(cmake_setup, cwd=build_folder)
        File "c:\users\ludndev\appdata\local\programs\python\python39\lib\subprocess.py", line 373, in check_call
          raise CalledProcessError(retcode, cmd)
      subprocess.CalledProcessError: Command '['cmake', 'C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\tools\\python', '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\build\\lib.win-amd64-3.9', '-DPYTHON_EXECUTABLE=c:\\users\\ludndev\\appdata\\local\\programs\\python\\python39\\python.exe', '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\build\\lib.win-amd64-3.9', '-A', 'x64']' returned non-zero exit status 1.
      ----------------------------------------
      ERROR: Failed building wheel for dlib
      Running setup.py clean for dlib
    Failed to build dlib
    Installing collected packages: dlib, face-recognition
        Running setup.py install for dlib ... error
        ERROR: Command errored out with exit status 1:
         command: 'c:\users\ludndev\appdata\local\programs\python\python39\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\setup.py'"'"'; __file__='"'"'C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record 'C:\Users\ludndev\AppData\Local\Temp\pip-record-gn9mlv3w\install-record.txt' --single-version-externally-managed --compile --install-headers 'c:\users\ludndev\appdata\local\programs\python\python39\Include\dlib'
             cwd: C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\
        Complete output (75 lines):
        running install
        running build
        running build_py
        package init file 'tools\python\dlib\__init__.py' not found (or not a regular file)
        running build_ext
        Building extension for Python 3.9.1 (tags/v3.9.1:1e5d33e, Dec  7 2020, 17:08:21) [MSC v.1927 64 bit (AMD64)]
        Invoking CMake setup: 'cmake C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\tools\python -DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\build\lib.win-amd64-3.9 -DPYTHON_EXECUTABLE=c:\users\ludndev\appdata\local\programs\python\python39\python.exe -DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\build\lib.win-amd64-3.9 -A x64'
        -- Building for: Visual Studio 12 2013
        -- The C compiler identification is MSVC 18.0.21005.1
        -- The CXX compiler identification is MSVC 18.0.21005.1
        -- Detecting C compiler ABI info
        -- Detecting C compiler ABI info - done
        -- Check for working C compiler: C:/Program Files (x86)/Microsoft Visual Studio 12.0/VC/bin/x86_amd64/cl.exe - skipped
        -- Detecting C compile features
        -- Detecting C compile features - done
        -- Detecting CXX compiler ABI info
        -- Detecting CXX compiler ABI info - done
        -- Check for working CXX compiler: C:/Program Files (x86)/Microsoft Visual Studio 12.0/VC/bin/x86_amd64/cl.exe - skipped
        -- Detecting CXX compile features
        -- Detecting CXX compile features - done
        -- Found PythonInterp: C:/Users/ludndev/AppData/Local/Programs/Python/Python39/python.exe (found version "3.9.1")
        -- Found PythonLibs: C:/Users/ludndev/AppData/Local/Programs/Python/Python39/libs/Python39.lib
        -- pybind11 v2.2.4
        -- Using CMake version: 3.18.4
        -- Compiling dlib version: 19.22.0
        CMake Error at C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/cmake_utils/set_compiler_specific_options.cmake:31 (message):
          C++11 is required to use dlib, but the version of Visual Studio you are
          using is too old and doesn't support C++11.  You need Visual Studio 2015 or
          newer.
        Call Stack (most recent call first):
          C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/cmake_utils/test_for_sse4/CMakeLists.txt:8 (include)
    
    
        CMake Error at C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/cmake_utils/check_if_sse4_instructions_executable_on_host.cmake:13 (try_compile):
          Failed to configure test project build system.
        Call Stack (most recent call first):
          C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/cmake_utils/set_compiler_specific_options.cmake:13 (include)
          C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/dlib/CMakeLists.txt:33 (include)
    
    
        -- Configuring incomplete, errors occurred!
        See also "C:/Users/ludndev/AppData/Local/Temp/pip-install-ph5_opqm/dlib_7eba953fdff44f02b702d0fc7b5b66b5/build/temp.win-amd64-3.9/Release/CMakeFiles/CMakeOutput.log".
        Traceback (most recent call last):
          File "<string>", line 1, in <module>
          File "C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\setup.py", line 222, in <module>
            setup(
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\site-packages\setuptools\__init__.py", line 165, in setup
            return distutils.core.setup(**attrs)
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\core.py", line 148, in setup
            dist.run_commands()
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\dist.py", line 966, in run_commands
            self.run_command(cmd)
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
            cmd_obj.run()
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\site-packages\setuptools\command\install.py", line 61, in run
            return orig.install.run(self)
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\command\install.py", line 546, in run
            self.run_command('build')
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\cmd.py", line 313, in run_command
            self.distribution.run_command(command)
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
            cmd_obj.run()
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\command\build.py", line 135, in run
            self.run_command(cmd_name)
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\cmd.py", line 313, in run_command
            self.distribution.run_command(command)
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\distutils\dist.py", line 985, in run_command
            cmd_obj.run()
          File "C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\setup.py", line 134, in run
            self.build_extension(ext)
          File "C:\Users\ludndev\AppData\Local\Temp\pip-install-ph5_opqm\dlib_7eba953fdff44f02b702d0fc7b5b66b5\setup.py", line 171, in build_extension
            subprocess.check_call(cmake_setup, cwd=build_folder)
          File "c:\users\ludndev\appdata\local\programs\python\python39\lib\subprocess.py", line 373, in check_call
            raise CalledProcessError(retcode, cmd)
        subprocess.CalledProcessError: Command '['cmake', 'C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\tools\\python', '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY=C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\build\\lib.win-amd64-3.9', '-DPYTHON_EXECUTABLE=c:\\users\\ludndev\\appdata\\local\\programs\\python\\python39\\python.exe', '-DCMAKE_LIBRARY_OUTPUT_DIRECTORY_RELEASE=C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\build\\lib.win-amd64-3.9', '-A', 'x64']' returned non-zero exit status 1.
        ----------------------------------------
    ERROR: Command errored out with exit status 1: 'c:\users\ludndev\appdata\local\programs\python\python39\python.exe' -u -c 'import sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\setup.py'"'"'; __file__='"'"'C:\\Users\\ludndev\\AppData\\Local\\Temp\\pip-install-ph5_opqm\\dlib_7eba953fdff44f02b702d0fc7b5b66b5\\setup.py'"'"';f=getattr(tokenize, '"'"'open'"'"', open)(__file__);code=f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' install --record 'C:\Users\ludndev\AppData\Local\Temp\pip-record-gn9mlv3w\install-record.txt' --single-version-externally-managed --compile --install-headers 'c:\users\ludndev\appdata\local\programs\python\python39\Include\dlib' Check the logs for full command output.
    
    D:\Polaris>
    
    opened by ludndev 2
  • Great work ...but

    Great work ...but

    Hello brother Your project excellent I would appreciate if you could modify it when it making search to continue search until the end of data not starting over every time The idea is find a result and display then continue until the end of database

    Thanks again

    opened by akh33l 0
  • GUI screen is not able to dynamically change.

    GUI screen is not able to dynamically change.

    @ChibaniMohamed Appreciate your PyQt5 GUI work. I want to create a dynamic GUI so it's responsive to all device sizes. As of now, it only works on 1400*720 screens. Could you please provide your design file so I will contribute responsively to GUI and modify the face verification speed? I need qt5-tools designer screen design(XYZ.ui). I don't invest so much time in the alignment of Widgets.

    opened by pyravi 0
  • Error

    Error

    Exception in thread Thread-2: Traceback (most recent call last): File "C:\lib\threading.py", line 926, in _bootstrap_inner self.run() File "C:\lib\threading.py", line 870, in run self._target(*self._args, **self._kwargs) File "C:\gui.py", line 932, in process self.start_error = process.start(path[0]) File "C:\process.py", line 135, in start draw_delaunay( img_copy, subdiv, (255,219,0) ); #255, 219, 0 File "C:\process.py", line 108, in draw_delaunay cv2.line(img, pt1, pt2, delaunay_color, lfont, cv2.LINE_AA, 0) cv2.error: OpenCV(4.5.5) :-1: error: (-5:Bad argument) in function 'line'

    Overload resolution failed:

    • Can't parse 'pt1'. Sequence item with index 0 has a wrong type
    • Can't parse 'pt1'. Sequence item with index 0 has a wrong type
    opened by craqpter 2
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Image processing in Python

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Scan the MRZ code of a passport and extract the firstname, lastname, passport number, nationality, date of birth, expiration date and personal numer.

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A curated list of papers and resources for scene text detection and recognition

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graph learning code for ogb

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OCR engine for all the languages

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A program that takes in the hand gesture displayed by the user and translates ASL.

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deployment of a hybrid model for automatic weapon detection/ anomaly detection for surveillance applications

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