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OpenCV Training

OpenCV Training

Welcome to the 5-day OpenCV Training program by KONCPT AI. This Corporate training is designed to provide participants with a comprehensive understanding and practical skills in using OpenCV, a powerful library for computer vision. The course includes lectures, hands-on exercises, and real-world projects to ensure a thorough grasp of computer vision concepts and OpenCV applications.

Description

Welcome to the 5-day OpenCV Training program by KONCPT AI. This Corporate training is designed to provide participants with a comprehensive understanding and practical skills in using OpenCV, a powerful library for computer vision. The course includes lectures, hands-on exercises, and real-world projects to ensure a thorough grasp of computer vision concepts and OpenCV applications.

Benefits of Attending This Training

  1. Practical Experience: Gain hands-on experience with computer vision projects.
  2. Expert Guidance: Learn from experienced computer vision practitioners.
  3. Comprehensive Curriculum: Covers both basic and advanced topics in OpenCV.
  4. Career Growth: Enhance your job prospects in AI and computer vision fields.
  5. Networking Opportunities: Connect with peers and industry experts.
  6. Certification: Receive a certificate of completion to validate your skills.

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Course Content


Introduction to OpenCV and Image Processing Basics

  1. Introduction to computer vision and OpenCV
  2. Setting up OpenCV in Python
  3. Understanding images: Pixels, color spaces, and image formats
  4. Reading and displaying images with OpenCV
  5. Basic image operations: Cropping, resizing, and rotating
  6. Hands-on exercises: Basic image manipulations
  7. Image filtering: Smoothing, blurring, and sharpening
  8. Edge detection with OpenCV
  9. Hands-on exercises: Implementing edge detection
  10. Image thresholding techniques

Advanced Image Processing Techniques

  1. Color space conversions and operations
  2. Histogram equalization and image enhancement
  3. Morphological operations: Erosion, dilation, opening, and closing
  4. Contour detection and analysis
  5. Hands-on exercises: Contour detection in images
  6. Image segmentation techniques
  7. Watershed algorithm for image segmentation
  8. Hands-on exercises: Image segmentation projects
  9. Working with image pyramids
  10. Template matching for object detection

 Feature Detection and Description

  1. Introduction to feature detection
  2. Harris corner detector and Shi-Tomasi corner detector
  3. Scale-Invariant Feature Transform (SIFT)
  4. Speeded-Up Robust Features (SURF)
  5. Hands-on exercises: Implementing SIFT and SURF
  6. Oriented FAST and Rotated BRIEF (ORB)
  7. Feature matching techniques: Brute Force and FLANN
  8. Hands-on exercises: Feature matching in images
  9. Introduction to object tracking
  10. Implementing basic object tracking algorithms

Video Processing and Object Detection

  1. Reading and displaying videos with OpenCV
  2. Basic video operations: Resizing, rotating, and cropping
  3. Background subtraction techniques
  4. Hands-on exercises: Background subtraction in videos
  5. Motion detection and tracking
  6. Hands-on exercises: Implementing motion tracking
  7. Introduction to Haar cascades for object detection
  8. Hands-on exercises: Face detection with Haar cascades
  9. Implementing HOG and SVM for object detection
  10. Real-time object detection projects

Advanced Topics and Real-World Projects

  1. Deep learning with OpenCV: Integrating with TensorFlow and Keras
  2. Object detection with pre-trained deep learning models
  3. Hands-on exercises: Deep learning-based object detection
  4. Image classification with deep learning
  5. Hands-on exercises: Image classification projects
  6. Augmented reality applications with OpenCV
  7. Implementing facial recognition systems
  8. Hands-on exercises: Building a facial recognition project
  9. Deploying OpenCV projects in production
  10. Building a complete computer vision project from start to finish


Contact us

By the end of this 5-day training program, participants will have a solid foundation in using OpenCV for various computer vision tasks, from basic image processing to advanced real-time object detection and deep learning integration. Join us at KONCPT AI to enhance your computer vision skills and advance your career!

 

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