Learn MATLAB image processing, including GUI, manipulation, segmentation, feature extraction, denoising, compression, and encryption. Apply methods like K-means, watershed, GLCM, and neural networks for pattern recognition.
Master MATLAB image processing: GUI, segmentation, feature extraction, denoising, compression, encryption, and neural network-based pattern recognition.
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Introduction to Image Processing & Its Applications
MATLAB Fundamentals & Toolbox
GUI, Graphs & Plots in MATLAB
Graphical User Interface (GUI – I & II) in MATLAB
Commands, Control Statements & Loops in MATLAB
Basic Image Manipulation
Morphological Image Pre-processing Techniques – Blurring & Deblurring
Morphological Image Pre-processing Techniques – Erosion, Dilation & Fusion
De-noising Images | Filters in Images
Image Compression – DWT & SWT Based
Image Compression – SWT & Watermarking
Feature Extraction in Images
Feature Extraction Using GLCM
Image Segmentation – K-Means
Image Segmentation – APP
Image Segmentation – Otsu Thresholding
Clustering of Images – Region Based Segmentation
Image Segmentation – Watershed
Texture Segmentation Using Gabor Filter
Edge Detection in Images | Face Detection Using HAAR Cascade
Image Encryption – AES Algorithm
RSA Algorithm-Based Image Encryption
Image Pattern Recognition | Training Datasets in Images
Neural Networks in Images
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Image processing involves manipulating images to enhance or extract useful information. Applications include medical imaging, facial recognition, autonomous vehicles, satellite imaging, and multimedia.
MATLAB is equipped with specialized toolboxes for image processing. You can start by loading images with imread, displaying them with imshow and experimenting with functions from the Image Processing Toolbox for filtering, segmentation, and feature extraction.
MATLAB’s GUI enables interactive applications, where users can visualize, modify, and analyze images with custom controls like sliders, buttons, and text boxes. This is especially useful in developing user-friendly tools for processing and analyzing images.
MATLAB provides the App Designer and GUIDE tools for creating GUIs. You can add graphical components and program their behavior using callbacks to perform specific actions based on user input.
Image encryption secures images by encoding them. AES (symmetric encryption) and RSA (asymmetric encryption) transform pixel values to prevent unauthorized access.
GLCM (Gray Level Co-occurrence Matrix) is a statistical method for analyzing texture. It captures spatial relationships between pixel intensities, aiding in texture-based classification tasks.
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