1. Introduction :
Major Stages of Image Processing, Image generation, Mathematical Representation of Image Generation Process, Processing
2. Understanding an Image :
Analog Vs. Digital Image, Digital Cameras, Vector and Raster Images, Digital Image Formats, Sampling and Quantization, Types of Images, Introducing the Software Interface
3. Image Transformation :
Resizing and Cropping, Rotation, Translation and Shear
4. Image Enhancement :
Image Adjustment, Enhancement of Image Using Linear Filters, Image Transformation in Frequency Domain, Python OpenCV Methods
5. Image Restoration :
Matlab Code, Python Code, Median Filter
6. Image Analysis :
Image Segmentation, Thresholding, Edge Detection, Watershed Segmentation, Matlab code, Python Code, Edge Detection, Python OpenCV Method, Adaptive Thresholding, Contour Detection using Open CV_Python
7. Morphological operations :
Dilation, Erosion, Opening, Closing, Other Morphological Operations, Morphological Operations in the ‘Grayscale’ Domain
Python OpenCV Method
8. Image Analysis :
Measurements, Other Image Processing Tasks and Techniques