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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FudanOCR This toolbox contains the implementations of the following papers: Scene Text Telescope: Text-Focused Scene Image Super-Resolution [Chen et a

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Official code for :rocket: Unsupervised Change Detection of Extreme Events Using ML On-Board :rocket:

RaVAEn The RaVÆn system We introduce the RaVÆn system, a lightweight, unsupervised approach for change detection in satellite data based on Variationa

SpaceML 35 Jan 05, 2023
This is an API written in python that uses FastAPI. It is a simple API that can detect discord tokens in Images.

Welcome This is an API written in python that uses FastAPI. It is a simple API that can detect discord tokens in Images. Installation There are curren

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Python Computer Vision application that allows users to draw/erase on the screen using their webcam.

CV-Virtual-WhiteBoard The Virtual WhiteBoard is a project I made using the OpenCV and Mediapipe Python libraries. Using your index and middle finger y

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Unofficial implementation of "TableNet: Deep Learning model for end-to-end Table detection and Tabular data extraction from Scanned Document Images"

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In this project we will be using the live feed coming from the webcam to create a virtual mouse with complete functionalities.

Virtual Mouse Using OpenCV In this project we will be using the live feed coming from the webcam to create a virtual mouse using hand tracking. Projec

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Code for the "Sensing leg movement enhances wearable monitoring of energy expenditure" paper.

EnergyExpenditure Code for the "Sensing leg movement enhances wearable monitoring of energy expenditure" paper. Additional data for replicating this s

Patrick S 42 Oct 26, 2022
[EMNLP 2021] Improving and Simplifying Pattern Exploiting Training

ADAPET This repository contains the official code for the paper: "Improving and Simplifying Pattern Exploiting Training". The model improves and simpl

Rakesh R Menon 138 Dec 26, 2022
Opencv face recognition desktop application

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Gus 1 Nov 19, 2021
deployment of a hybrid model for automatic weapon detection/ anomaly detection for surveillance applications

Automatic Weapon Detection Deployment of a hybrid model for automatic weapon detection/ anomaly detection for surveillance applications. Loved the pro

Janhavi 4 Mar 04, 2022
Introduction to Augmented Reality (AR) with Python 3 and OpenCV 4.2.

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fernanda rodríguez 85 Jan 02, 2023
2 telegram-bots: for image recognition and for text generation

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Marina Polukoshko 1 Jan 27, 2022
Official implementation of Character Region Awareness for Text Detection (CRAFT)

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Source code of RRPN ---- Arbitrary-Oriented Scene Text Detection via Rotation Proposals

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This is a pytorch re-implementation of EAST: An Efficient and Accurate Scene Text Detector.

EAST: An Efficient and Accurate Scene Text Detector Description: This version will be updated soon, please pay attention to this work. The motivation

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Tools for manipulating and evaluating the hOCR format for representing multi-lingual OCR results by embedding them into HTML.

hocr-tools About About the code Installation System-wide with pip System-wide from source virtualenv Available Programs hocr-check -- check the hOCR f

OCRopus 285 Dec 08, 2022
Application that instantly translates sign-language to letters.

Sign Language Translator Project Description The main purpose of project is translating sign-language to letters. In accordance with this purpose we d

3 Sep 29, 2022