Machine Learning for OpenCV 4 - Second Edition (2024)

You can refer to the code for this chapter at the following link:https://github.com/PacktPublishing/Machine-Learning-for-OpenCV-Second-Edition/tree/master/Chapter01.

Here is a short summary of the software and hardware requirements:

  • OpenCV version 4.1.x (4.1.0 or 4.1.1 will both work just fine).
  • Python version 3.6 (any Python version 3.x will be fine).
  • Anaconda Python 3 for installing Python and the required modules.
  • You can use any OS—macOS, Windows, and Linux-based OS—with this book. We recommend you have at least 4 GB RAM in your system.
  • You don't need to have a GPU to run the code provided with this book.
Machine Learning for OpenCV 4 - Second Edition (2024)

FAQs

What is OpenCV 4 for secret agents second edition? ›

OpenCV 4 for Secret Agents features a broad selection of projects based on computer vision, machine learning, and several application frameworks. To enable you to build apps for diverse desktop systems and Raspberry Pi, the book supports multiple Python versions, from 2.7 to 3.7.

Is OpenCV good for machine learning? ›

The machine learning capability of OpenCV, however, is less well-known but powerful. If your project is already using OpenCV and you're going to use machine learning techniques to solve some image processing problems, you can unleash the power of OpenCV without extra dependency.

Is OpenCV hard to learn? ›

The tutorials were hard to follow and incomplete. And even some of the books were a bit tedious to work through. The good news is learning OpenCV isn't as hard as it used to be. And in fact, I'll go as far as to say studying OpenCV has become significantly easier.

Is TensorFlow faster than OpenCV? ›

Decoding JPEGs: OpenCV Falls Behind TensorFlow and torchvision in Speed Tests. In machine learning, specifically for computer vision tasks, the speed at which images are processed isn't just a tech issue — it's also a cost issue.

Do people still use OpenCV? ›

Today, OpenCV is still highly popular, with over 29'000 downloads every week. OpenCV is written in C and C++. It runs under the most popular operating systems, such as GNU/Linux, OS X, Windows, Android, iOS, etc. It is available for free under the Apache 2 license.

Is there something better than OpenCV? ›

TensorFlow, CImg, OpenGL, PyTorch, and OpenCL are the most popular alternatives and competitors to OpenCV. Powerful collaboration, review, and code management for open ... Powerful collaboration, review, and code management for open ...

How many days it will take to learn OpenCV? ›

After you start a course, it will take you 3-4 months to finish it depending on the course. (assuming you put in 7-8 hrs/week to work on the course.) See below. Computer Vision I : 3 months.

Which is better PyTorch or OpenCV? ›

In the Data Science And Machine Learning market, PyTorch has a 23.87% market share in comparison to OpenCV's 19.45%. Since it has a better market share coverage, PyTorch holds the 2nd spot in 6sense's Market Share Ranking Index for the Data Science And Machine Learning category, while OpenCV holds the 3rd spot.

Which Python version is best for OpenCV? ›

OpenCV supports Python 2.7, as well as Python 3.4 and above. This command will install the latest stable version of OpenCV along with its dependencies. If OpenCV is installed correctly, you should see the version number printed in the console.

Is Python or C++ better for OpenCV? ›

In most of the considered examples, C++ code is much faster, but in the key task – calculating depth maps from video – the performance of both solutions is the same. The bottleneck is in the peak CPU performance when calculating depth maps (a little less than 20 FPS in both C++ and Python).

Is OpenCV written in C or C++? ›

Since version 2.0, OpenCV includes its traditional C interface as well as the new C++ one. For the most part, new OpenCV algorithms are now developed in C++. Also wrappers for languages such as Python and Java have been developed to encourage adoption by a wider audience.

What is the salary of OpenCV developer? ›

Employees who knows Opencv earn an average of ₹25.5lakhs, mostly ranging from ₹15.8lakhs to ₹105.1lakhs based on 71 profiles.

Is OpenCV AI or machine learning? ›

OpenCV Python is a massive open-source library for various fields like computer vision, machine learning, image processing and plays a critical function in real-time operations, which are fundamental in today's systems.

Is Yolo better than OpenCV? ›

Of these, YOLO is better in speed compared to accuracy. It has efficient object detection without compromising on performance.

Is it worth learning OpenCV? ›

OpenCV, or Open Source Computer Vision Library, stands as one of the most recognized and utilized tools in the world of computer vision. Its journey, marked by innovation and widespread adoption, offers a glimpse into the progression of the computer vision field itself.

What is OpenCV v2? ›

OpenCV (Open Source Computer Vision Library) is an open source computer vision and machine learning software library. OpenCV was built to provide a common infrastructure for computer vision applications and to accelerate the use of machine perception in the commercial products.

How to install OpenCV 4.5 2? ›

How to install OpenCV 4.5. 2 with CUDA 11.2 and CUDNN 8.2 in Ubuntu 22.04
  1. Generic tools: $ sudo apt install build-essential cmake pkg-config unzip yasm git checkinstall.
  2. Image I/O libs $ sudo apt install libjpeg-dev libpng-dev libtiff-dev.
  3. Video/Audio Libs - FFMPEG, GSTREAMER, x264 and so on.

What are the 5 types of secret agents? ›

Now the five kinds of spies are these: village spies, inner spies, converted spies, death spies, living spies. If these five means be employed simultaneously, none can discover their working.

How to install OpenCV 4 on Windows 10? ›

Build OpenCV for Python and C++ from sources
  1. Install cmake. ...
  2. Unzip both archives Run cmake-gui.
  3. choose the directory with opencv sources.
  4. specify the directory for storing building binaries and Visual Studio project. ...
  5. press 'Configure'
  6. use standard settings and proceed with Finish button.

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