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Course Outline

Introduction

  • Setting up OpenCV
  • API concepts

Main Modules

  • Core Functionality (Core Module)
  • Image Processing (Imgproc Module)
  • High-Level GUI and Media (highgui Module)
  • Image Input and Output (imgcodecs Module)
  • Video Input and Output (videoio Module)
  • Camera Calibration and 3D Reconstruction (calib3d Module)
  • 2D Features Framework (feature2d Module)
  • Video Analysis (video Module)
  • Object Detection (objdetect Module)
  • Machine Learning (ml Module)
  • Computational Photography (photo Module)
  • OpenCV Viz

Bonus Topics

  • GPU-Accelerated Computer Vision (cuda Module)
  • OpenCV iOS

Bonus topics are not included in remote courses. They may be delivered during classroom-based sessions, subject to prior agreement and provided that both the instructor and all participants have laptops equipped with supported NVIDIA GPUs (for the CUDA module) or MacBooks, Apple developer accounts, and iOS-based mobile devices (for the iOS module). NobleProg cannot guarantee the availability of instructors with the necessary hardware.

Requirements

You must have proficiency in one of the following:

  • C++
  • Java
  • Python
  • MATLAB
  • CUDA
  • OpenCL

Additionally, foundational knowledge of machine learning is required. Familiarity with linear algebra, statistics, and probability is advantageous.

 28 Hours

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