Computer-Vision-in-Practice-Course

This repo is for the materials of my course, Computer Vision in Practice.

Lecture 1 - Image Classification

1. Neural networks review
2. Convolutional Neural Networks (CNN)
3. Famous CNNs (like VGG)
4. Transfer learning

Project: Covid-19 detection using CXR images

Lecture 2 - Object Detection

1. Object localization
2. Object Detection
3. RCNNs
4. YOLO

Project: Chess pieces detection using YOLOv5

Lecture 3 - Semantic Segmentation

1. Image segmentation
2. FCN
3. U-Net

Project: Segmenting and changing hair color