★★★★★
"The structure, the practice exams, the instructor — all top tier. Passed first try."
AS
Aarti SharmaSenior Project Manager · TCS
— The journey
Course Outline
What the programme covers, module by module.
Module 1: Introduction to Computer Vision & OpenCV
- Computer vision fundamentals
- OpenCV overview
- Computer vision applications
- Image processing concepts
- OpenCV ecosystem
- Vision workflow
Module 2: OpenCV Environment Setup
- Python environment
- OpenCV installation
- NumPy integration
- Development tools
- Loading OpenCV
- Project structure
Module 3: Digital Image Fundamentals
- Pixels
- Image dimensions
- Resolution
- Colour channels
- Image coordinates
- Image representation
Module 4: Reading & Manipulating Images
- Reading images
- Displaying images
- Saving images
- Image properties
- Pixel manipulation
- Region selection
Module 5: Colour Spaces
- BGR
- RGB
- Grayscale
- HSV
- Colour conversion
- Colour-based analysis
Module 6: Image Transformations
- Resizing
- Cropping
- Rotation
- Translation
- Flipping
- Affine transformations
Module 7: Drawing & Image Annotation
- Lines
- Rectangles
- Circles
- Polygons
- Text overlays
- Image annotations
Module 8: Image Filtering & Smoothing
- Image kernels
- Blurring
- Gaussian filtering
- Median filtering
- Bilateral filtering
- Noise reduction
Module 9: Thresholding & Binary Images
- Binary images
- Simple thresholding
- Adaptive thresholding
- Otsu's method
- Mask creation
- Threshold applications
Module 10: Edge Detection
- Image gradients
- Sobel operators
- Laplacian
- Canny edge detection
- Edge maps
- Parameter tuning
Module 11: Morphological Operations
- Erosion
- Dilation
- Opening
- Closing
- Morphological gradient
- Image cleanup
Module 12: Contours & Shape Analysis
- Contour detection
- Contour properties
- Area and perimeter
- Bounding rectangles
- Shape approximation
- Object measurements
Module 13: Histograms & Image Enhancement
- Image histograms
- Histogram analysis
- Histogram equalization
- Contrast enhancement
- CLAHE concepts
- Image normalization
Module 14: Feature Detection & Description
- Corners
- Keypoints
- ORB
- Feature descriptors
- Feature extraction
- Local image features
Module 15: Feature Matching
- Descriptor matching
- Brute-force matching
- FLANN concepts
- Match filtering
- Homography concepts
- Image matching
Module 16: Image Segmentation
- Segmentation fundamentals
- Colour segmentation
- Threshold segmentation
- Watershed concepts
- Masking
- Region extraction
Module 17: Face Detection & Analysis
- Face detection concepts
- Haar cascades
- Face localization
- Eye detection
- Detection pipelines
- Real-time processing
Module 18: Video Processing with OpenCV
- Video capture
- Video files
- Webcam streams
- Frame processing
- Video writing
- Real-time pipelines
Module 19: Motion Detection & Object Tracking
- Frame differencing
- Background subtraction
- Motion detection
- Object tracking
- Tracking algorithms
- Video analytics
Module 20: Object Detection & Deep Learning
- Object detection fundamentals
- OpenCV DNN module
- Pretrained models
- Neural network inference
- Bounding boxes
- Detection pipelines
Module 21: Computer Vision Optimization
- Processing performance
- Frame-rate optimization
- Image resizing strategies
- Efficient operations
- Memory considerations
- Real-time performance
Module 22: Practical Computer Vision Project
- Image/video acquisition
- Preprocessing
- Feature extraction
- Object detection
- Real-time processing
- Application development
— 01.2 · Is it right for you?
Who it's for & what's included
Pick a delivery method to see exactly who it suits and everything you receive.
Who it's for
Classroom
Best for learners who want face-to-face tuition and to network with peers in person.
What's included
Everything you get
- ✓ Live instructor on-site
- ✓ Printed workbook & materials
- ✓ Group exercises & case studies
Who it's for
Online Instructor-Led
Best for learners who want a live instructor and a fixed schedule, without the travel.
What's included
Everything you get
- ✓ Live instructor via video call
- ✓ Digital workbook & resources
- ✓ Session recordings
Who it's for
Self-Paced
Best for self-motivated learners who need maximum flexibility around work and life.
What's included
Everything you get
- ✓ On-demand video lessons
- ✓ Interactive quizzes
- ✓ 24/7 access on any device