AI Roadmap
Computer Vision
Learning Path
Follow these concepts in order to master this topic.
1
Introduction to Computer Vision2
Digital Images3
Color Spaces (RGB, HSV, Grayscale)4
Image Processing Basics5
OpenCV Fundamentals6
Image Transformations7
Filtering & Edge Detection8
Image Augmentation9
Convolutional Neural Networks (CNNs)10
Pooling Layers11
Transfer Learning12
Image Classification13
Object Detection14
YOLO15
Semantic Segmentation16
Instance Segmentation17
Face Detection18
Optical Character Recognition (OCR)19
Vision Transformers (ViTs)20
Real-World Computer Vision ApplicationsDocumentation
Official documentation and references.
Video Courses
Recommended free video courses.
Practice Websites
Practice what you've learned.
Projects
Apply what you've learned by building real projects.
Image Classifier using CNN
BeginnerReal-Time Face Detection with OpenCV
IntermediateYOLO Object Detection System
Advanced