Image Classification Using SVM Algorithm with Feature Extraction Techniques

This project implements an SVM-based image classification system to automatically distinguish between basketball courts and tennis courts. The implementation includes color moment-based feature extraction for color images, complemented by HOG (Histogram of Oriented Gradients) and LBP (Local Binary Pattern) algorithms for enhanced feature representation. The workflow incorporates preprocessing steps like noise reduction and image enhancement to ensure input quality consistency.

MATLAB 217 views Tagged

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Supervised Naive Bayes Classification Algorithm with Non-independent Features

A supervised naive Bayes classification algorithm accounting for feature dependencies. Implements parameter estimation, processes training and test datasets, and outputs classification results with accuracy metrics.

MATLAB 201 views Tagged

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MATLAB-Based Extreme Learning Machine (ELM) Algorithms for Classification and Regression Tasks

Implementation of Extreme Learning Machine (ELM) classification and regression algorithms using MATLAB, featuring high-speed training and strong generalization capabilities for large-scale datasets.

MATLAB 203 views Tagged

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Source Code for Classification Algorithm Implementation using Support Vector Machine (SVM)

MATLAB-based source code implementing Support Vector Machine (SVM) classification algorithm with detailed technical analysis

MATLAB 194 views Tagged

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SVM Classifier Algorithm Implementation with Source Code and Documentation

The package provides complete source code accompanied by detailed explanations in TXT and Word formats, including comprehensive instructions for using the SVM toolbox. It covers various SVM classification algorithms with in-depth explanations. The implementation contains two practical examples and an optimizer module, offering both traditional SVM classification and an enhanced newsvm classification method for broader application scenarios.

MATLAB 242 views Tagged

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Classification Algorithms: SVM, kNN, Decision Trees and More

Comprehensive collection of classification algorithms including SVM, kNN, and Decision Trees with detailed documentation and code implementation insights

MATLAB 228 views Tagged

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Fully Polarimetric SAR Classification Algorithm Implementation

Implementation code for fully polarimetric SAR classification algorithm featuring plot_H_alpha function with polarimetric decomposition analysis

MATLAB 221 views Tagged

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Support Vector Machine Classification Algorithm Implementation

Implementing support vector machine classification algorithm using MATLAB, with comprehensive data training and testing procedures to achieve accurate data categorization

MATLAB 221 views Tagged

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AdaBoost Classification Algorithm: Ensemble Learning for Strong Classifier Construction

Implementation and mechanics of the AdaBoost classification algorithm with code-level insights into iterative weak learner combination and sample weighting strategies.

MATLAB 225 views Tagged

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AdaBoost Algorithm: MATLAB Implementation and Performance Analysis

AdaBoost Algorithm - One of the Fastest Classification Methods with MATLAB Source Code Implementation and Detailed Technical Explanations

MATLAB 216 views Tagged

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