AI Sciences

Introduction to Instructor

Github & OneDrive Link to get the Course Materials

Grayscale Image

Quiz(Grayscale Image)

Solution(Grayscale Image)

Python Warning

Grayscale Spectrum

Answer to Question

Reading, Manipulating and Saving Grayscale Image using Matplotlib Python

Quiz(Reading, Manipulating and Saving Grayscale Image using Matplotlib Python)

Solution(Reading, Manipulating and Saving Grayscale Image using Matplotlib Python)

Reading, Manipulating and Saving Grayscale Image using OpenCV Python

Introduction to RGB Images

Quiz(Introduction to RGB Images)

Solution(Introduction to RGB Images)

RGB Color Images Matplotlib and OpenCV

Quiz(RGB Color Images Matplotlib and OpenCV)

Solution(RGB Color Images Matplotlib and OpenCV)

RGB to HSV theory and Algorithm

RGB to HSV Algorithm Implementation using Python

Quiz(RGB to HSV Algorithm Implementation using Python)

Solution(RGB to HSV Algorithm Implementation using Python)

Red Rose Extraction or Segmentation using HSV Python

Quiz(Red Rose Extraction or Segmentation using HSV Python)

Solution(Red Rose Extraction or Segmentation using HSV Python)

Hyper Spectral Images

Introduction to Geometric Transformations

Scaling Example in OpenCV

Quiz(Scaling Example in OpenCV)

Solution(Scaling Example in OpenCV)

Scaling in Real Space

Quiz(Scaling in Real Space)

Solution(Scaling in Real Space)

Linear Transformation Explained

Scaling is a Linear Transformations

Scaling as a Matrix Multiplication Example Python

Quiz(Scaling as a Matrix Multiplication Example Python)

Solution(Scaling as a Matrix Multiplication Example Python)

Image Coordinate System

Image Copy and Flipping Vertically

Quiz 01(Image Copy and Flipping Vertically)

Solution 01(Image Copy and Flipping Vertically)

Quiz 02(Image Copy and Flipping Vertically)

Solution 02(Image Copy and Flipping Vertically)

Continuous Coordinates

Saturations and Holes

Image Doubling and Holes using Python

Inverse Scaling and Quiz

Solution and Nearest Neighbour Interpolation

Inverse Scaling Python

Quiz 01(Inverse Scaling Python)

Solution 01(Inverse Scaling Python)

Quiz 02 (Inverse Scaling Python)

Solution 02(Inverse Scaling Python)

Nearest Neighbour Interpolation

Weighted Average vs Simple Average

Bilinear Interpolation

Bilinear Interpolation Implementation in Python

Scaling Transformation with Bilinear Interpolation Implementation

Scaling Transformation Algorithm(Recap)

Exam

Exam Solution 01

Exam Solution 02

Rotation Introduction

Optional Rotation is Linear Transform Proof

Rotation can Result Negative Coordinates(Problem)

Rotation Computing Width and Hight of Resultant Image(Solution)

Rotation Index Shifting

Quiz(Rotation Index Shifting)

Solution(Rotation Index Shifting)

Rotation Implementation Complete

Quiz(Rotation Implementation Complete)

Solution(Rotation Implementation Complete)

Rotation Implementation(Good Coding Practice)

Quiz(Rotation Implementation(Good Coding Practice))

Solution(Rotation Implementation(Good Coding Practice))

Reflection Introduction

Quiz(Reflection Introduction)

Solution(Reflection Introduction)

Reflection Implementation

Quiz 01(Reflection Implementation)

Solution 01(Reflection Implementation)

Quiz 02(Reflection Implementation)

Solution 02(Reflection Implementation)

Shear Introduction

Shear Implementation and Quiz

Translation and its Nonlinearity(Problem)

Homoginuous Coordinates

Translation as a Matrix(solution)

Homoginuous Representations Off all Transformations

Affine Transformation Implementation

Quiz(Affine Transformation Implementation)

Rotation about any Point Theory

Rotation about any Point Implementation

Reflection about a Line Quiz

Solution(Reflection about a Line)

Transformation Matrix Properties

Transformation Matrix Properties Implementation

Affine Transformation Hierarchy

Optional Affine Transformation SVD

Projective Transformation Homography

Projective Transformation Implementation

Projective Warping Algorithm

Goal

Affine Transformation Estimation Introduction

Quiz(Affine Transformation Estimation Introduction)

Solution(Affine Transformation Estimation Introduction)

Affine Transformation Estimation Points Correspondences

Estimation Points Marking using Python and Quiz

Affine Transformation Min Number of Points Needed

Affine Transformation Estimation using Python

Affine Transformation Estimation Verification using Python

Affine Transformation Estimation with more than 3 Points

Quiz(Affine Transformation Estimation with more than 3 Points)

Solution(Affine Transformation Estimation with more than 3 Points)

Affine Transformation Estimation with more than 3 Points Implementation

Quiz(Affine Transformation Estimation with more than 3 Points Implementation)

Solution(Affine Transformation Estimation with more than 3 Points Implementation)

Optional Affine Transformation Estimation with LeastSquared

Projective Transformation Estimation Introduction

Projective Transformation Estimation First Implementation having Bug

Projective Transformation Estimation Reason of the Bug

Projective Transformation Estimation Removing Scale Factor

Projective Transformation Estimation DLT

Projective Transformation Estimation DLT Nullspace and Why 4 Points

Projective Transformation Estimation DLT Nullspace Implementation

DLT Implementation

Quiz(DLT Implementation)

Panorama Stitching

Panorama Stitching Implementation in OpenCV

How Projective Transformation Helps in Panorama

Binary Images Theory

Binary Images Python

Structuring Element Kernel and Sliding Window Theory

Structuring Element Python

Erosion Theory

Quiz 01(Erosion Theory)

Solution 01(Erosion Theory)

Quiz 02(Erosion Theory)

Solution 02(Erosion Theory)

Erosion Python

Dilation Theory

Quiz 01(Dilation Theory)

Solution 01(Dilation Theory)

Quiz 02(Dilation Theory)

Solution 02(Dilation Theory)

Dilation Python

Opening Theory

Opening Python

Closing Theory

Closing Python

Gradient Morphology

Gradient Morphology Python

Tophat Blackhat