computer-vision's Introduction

Computer vision projects

This repo contains my collection of computer vision projects solving real life problems

Watch the video demonstrating the project here

The project is divided in three categories:

Pure image processing using OpenCV;
Leveraging from machine learning models
Machine learning concepts with examples

Image processing:

Tracking ball using color range to identify the ball
Card reader
Document scanner
Simple feature detection - finding Waldo project
Shape identifier
Image search using color histogram
Image duplication identifier
Image difference finder
Multi choice test scanner
Finger counter

Machine learning models:

Object classification
Object detection
Image segmentation
Car speed monitor
People counter
Face parts detection - detecting different parts of the face (eye, nose, eyebrow, mouth, jaw)
Mask detector
Image search using ML Autoencoder
Neuro style transfer
Face generation using StyleGan 2
Image animation

Machine learning concepts:

What are Convolutions
Visualizing Intermediate Representations from a model
A vanilla neural network implementation
Transfer learning

How to use

run the download_assets.py. This will download all required files for the examples
Run the Jupyter notebook example you want to test

Install dependencies

We provide the requirements.txt file with the required Python dependencies but OpenCV and Tensorflow is tricky to install, and you should check on the internet how to install it properly

pip install -r requirements.txt

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