- How to Install OpenCV for Python in Linux?
- Downloading and Installing OpenCV:
- Opencv python установка ubuntu
- Installing OpenCV-Python from Pre-built Binaries
- Building OpenCV from source
- Required build dependencies
- Opencv python установка ubuntu
- Installing OpenCV-Python from Pre-built Binaries
- Building OpenCV from source
- Required build dependencies
- Как установить OpenCV в Ubuntu 20.04
- Установка OpenCV из репозитория Ubuntu
- Установка OpenCV из исходного кода
- Выводы
How to Install OpenCV for Python in Linux?
Prerequisite: Python Language Introduction OpenCV is the huge open-source library for computer vision, machine learning, and image processing and now it plays a major role in real-time operation which is very important in today’s systems. By using it, one can process images and videos to identify objects, faces, or even the handwriting of a human. When it integrated with various libraries, such as Numpy, python is capable of processing the OpenCV array structure for analysis. To Identify image patterns and its various features we use vector space and perform mathematical operations on these features. To install OpenCV, one must have Python and PIP, preinstalled on their system. To check if your system already contains Python, go through the following instructions: Open the terminal using Ctrl+Alt+T Now run the following command: For Python2
For Python3.x
If Python is already installed, it will generate a message with the Python version available. If Python is not present, go through How to install Python on Linux? and follow the instructions provided. PIP is a package management system used to install and manage software packages/libraries written in Python. These files are stored in a large “on-line repository” termed as Python Package Index (PyPI). To check if PIP is already installed on your system, just go to the terminal and execute the following command:
If PIP is not present, go through How to install PIP on Linux? and follow the instructions provided.
Downloading and Installing OpenCV:
OpenCV can be directly downloaded and installed with the use of pip (package manager). To install OpenCV, just go to the terminal and type the following command:
pip3 install opencv-python
Beginning with the installation:
- Type the command in the Terminal and proceed:
- Collecting Information and downloading data:
- Installing Packages:
- Finished Installation:
To check if OpenCV is correctly installed, just run the following commands to perform a version check:
python3 >>>import cv2 >>>print(cv2.__version__)
Opencv python установка ubuntu
In this tutorial We will learn to setup OpenCV-Python in Ubuntu System. Below steps are tested for Ubuntu 16.04 and 18.04 (both 64-bit).
OpenCV-Python can be installed in Ubuntu in two ways:
- Install from pre-built binaries available in Ubuntu repositories
- Compile from the source. In this section, we will see both.
Another important thing is the additional libraries required. OpenCV-Python requires only Numpy (in addition to other dependencies, which we will see later). But in this tutorials, we also use Matplotlib for some easy and nice plotting purposes (which I feel much better compared to OpenCV). Matplotlib is optional, but highly recommended. Similarly we will also see IPython, an Interactive Python Terminal, which is also highly recommended.
Installing OpenCV-Python from Pre-built Binaries
This method serves best when using just for programming and developing OpenCV applications.
Install package python3-opencv with following command in terminal (as root user).
Open Python IDLE (or IPython) and type following codes in Python terminal.
If the results are printed out without any errors, congratulations . You have installed OpenCV-Python successfully.
It is quite easy. But there is a problem with this. Apt repositories may not contain the latest version of OpenCV always. For example, at the time of writing this tutorial, apt repository contains 2.4.8 while latest OpenCV version is 3.x. With respect to Python API, latest version will always contain much better support and latest bug fixes.
So for getting latest source codes preference is next method, i.e. compiling from source. Also at some point in time, if you want to contribute to OpenCV, you will need this.
Building OpenCV from source
Compiling from source may seem a little complicated at first, but once you succeeded in it, there is nothing complicated.
First we will install some dependencies. Some are required, some are optional. You can skip optional dependencies if you don’t want.
Required build dependencies
We need CMake to configure the installation, GCC for compilation, Python-devel and Numpy for building Python bindings etc.
Opencv python установка ubuntu
In this tutorial We will learn to setup OpenCV-Python in Ubuntu System. Below steps are tested for Ubuntu 16.04 and 18.04 (both 64-bit).
OpenCV-Python can be installed in Ubuntu in two ways:
- Install from pre-built binaries available in Ubuntu repositories
- Compile from the source. In this section, we will see both.
Another important thing is the additional libraries required. OpenCV-Python requires only Numpy (in addition to other dependencies, which we will see later). But in this tutorials, we also use Matplotlib for some easy and nice plotting purposes (which I feel much better compared to OpenCV). Matplotlib is optional, but highly recommended. Similarly we will also see IPython, an Interactive Python Terminal, which is also highly recommended.
Installing OpenCV-Python from Pre-built Binaries
This method serves best when using just for programming and developing OpenCV applications.
Install package python3-opencv with following command in terminal (as root user).
Open Python IDLE (or IPython) and type following codes in Python terminal.
If the results are printed out without any errors, congratulations . You have installed OpenCV-Python successfully.
It is quite easy. But there is a problem with this. Apt repositories may not contain the latest version of OpenCV always. For example, at the time of writing this tutorial, apt repository contains 2.4.8 while latest OpenCV version is 3.x. With respect to Python API, latest version will always contain much better support and latest bug fixes.
So for getting latest source codes preference is next method, i.e. compiling from source. Also at some point in time, if you want to contribute to OpenCV, you will need this.
Building OpenCV from source
Compiling from source may seem a little complicated at first, but once you succeeded in it, there is nothing complicated.
First we will install some dependencies. Some are required, some are optional. You can skip optional dependencies if you don’t want.
Required build dependencies
We need CMake to configure the installation, GCC for compilation, Python-devel and Numpy for building Python bindings etc.
Как установить OpenCV в Ubuntu 20.04
OpenCV (Open Source Computer Vision Library) — это библиотека компьютерного зрения с открытым исходным кодом с привязками для C ++, Python и Java, поддерживающая все основные операционные системы. Он может использовать преимущества многоядерной обработки и ускорения графического процессора для работы в реальном времени.
OpenCV используется для широкого спектра приложений, включая анализ медицинских изображений, сшивание изображений улиц, видеонаблюдение, обнаружение и распознавание лиц, отслеживание движущихся объектов, извлечение 3D-моделей и многое другое.
В этой статье описывается, как установить OpenCV в Ubuntu 20.04. Чтобы установить последнюю стабильную версию OpenCV из исходного кода, прокрутите вниз до раздела « Установка OpenCV из исходного кода » этого руководства. Выберите наиболее удобный для вас способ установки.
Установка OpenCV из репозитория Ubuntu
OpenCV доступен для установки из репозиториев Ubuntu 20.04 по умолчанию. Для его установки выполните:
sudo apt update
sudo apt install libopencv-dev python3-opencv
Приведенная выше команда установит все пакеты, необходимые для запуска OpenCV.
Проверьте установку, импортировав модуль cv2 и распечатав версию OpenCV:
python3 -c "import cv2; print(cv2.__version__)"
На момент написания в репозиториях стоит версия 4.2:
Установка OpenCV из исходного кода
Сборка библиотеки OpenCV из исходного кода позволяет получить самую последнюю доступную версию. Он будет оптимизирован для вашей конкретной системы, и вы получите полный контроль над параметрами сборки. Это рекомендуемый способ установки OpenCV.
Выполните следующие шаги, чтобы установить последнюю версию OpenCV из источника:
sudo apt install build-essential cmake git pkg-config libgtk-3-dev
libavcodec-dev libavformat-dev libswscale-dev libv4l-dev
libxvidcore-dev libx264-dev libjpeg-dev libpng-dev libtiff-dev
gfortran openexr libatlas-base-dev python3-dev python3-numpy
libtbb2 libtbb-dev libdc1394-22-dev libopenexr-dev
libgstreamer-plugins-base1.0-dev libgstreamer1.0-dev
mkdir ~/opencv_build && cd ~/opencv_build
git clone https://github.com/opencv/opencv.git
git clone https://github.com/opencv/opencv_contrib.git
cd ~/opencv_build/opencv
mkdir -p build && cd build
cmake -D CMAKE_BUILD_TYPE=RELEASE
-D CMAKE_INSTALL_PREFIX=/usr/local
-D INSTALL_C_EXAMPLES=ON
-D INSTALL_PYTHON_EXAMPLES=ON
-D OPENCV_GENERATE_PKGCONFIG=ON
-D OPENCV_EXTRA_MODULES_PATH=~/opencv_build/opencv_contrib/modules
-D BUILD_EXAMPLES=ON ..
-- Configuring done -- Generating done -- Build files have been written to: /home/vagrant/opencv_build/opencv/build
pkg-config --modversion opencv4
python3 -c "import cv2; print(cv2.__version__)"
Выводы
Мы показали вам два разных способа установки OpenCV на ваш компьютер с Ubuntu 20.04. Выбор метода зависит от ваших требований и предпочтений. Несмотря на то, что установить упакованную версию из репозитория Ubuntu проще, сборка OpenCV из исходного кода дает вам больше гибкости, и это должно быть вашим первым вариантом при установке OpenCV.
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