Computer Vision - Roadmap

Beginner

  • Basic Image Manipulation & Filtering
  • Object Detection with Haar Cascades
  • Face Detection with OpenCV
  • Image Colorization
  • Barcode and QR Code Scanner
  • Intermediate

  • Build Your Own Edge Detector
  • Image Classification with CNNs
  • Real-time Hand Gesture Recognition
  • Traffic Sign Classifier
  • Pose Estimation System
  • Advanced

  • Build Your Own CNN from Scratch
  • Real-time Face Recognition & Tracking
  • Image Segmentation with U-Net
  • Style Transfer System
  • Object Detection with YOLO or SSD
  • 3D Object Reconstruction
  • Gesture-Controlled Interface
  • Visual Question Answering System
  • Multi-Camera Tracking System
  • Deploy CV Model on Edge Device
  • Full CV Pipeline with MLOps
  • Distributed Video Analysis System
  • Advanced Gesture Control Interface
  • UI Hand Model Interface