Computer Vision Applications

This repo contains implementations of the CS484-555 course, namely Intro to Computer Vision. Here is the what repo contains:

HW1: Binary Image Processing

* Grayscale & Binary Image Processing
* Statistical Image Analysis: Histograms
* Image Enhancement: histogram equalization
* Thresholding techniques: Automatic Thresholding & Otsu
* Morphological Operations: Dilation, Erosion, Opening, Closing, ....
* Connected Components Labeling & Image Object Counting & Detection

HW2: Neural Networks for Image Classification

* Logistic Regression & Perception models for Binary Classification on RGB Images from scratch
* Convolutional Neural Networks (CNN) using TensorFlow & Keras
* Hyperparameter Tuning & Search 
* Optimization

HW3: Edge Detection & Hough Transform

* Edge Detection: Sobel and Prewitt Filtering
* Edge Detection: Thresholding & Canny Edge Detector
* Gaussian Blur Filters & Filtering 
* Double Thresholding Algorithm
* Hysteresis Algorithm
* Hough Transform and Hough Line Detection
* Gradient Calculation via filtering
* Non-Maximum Suppression Algorithm