特征提取 Resources

Showing items tagged with "特征提取"

Implement feature extraction and matching between two images using SIFT and RANSAC algorithms, with a bounding box highlighting the smaller image region in the larger image. The implementation involves keypoint detection using SIFT, feature matching with distance ratio testing, and geometric verification through RANSAC-based homography estimation. Execute plot.m to visualize the matching results and region localization.

MATLAB 238 views Tagged

A MATLAB-based face detection implementation utilizing the AdaBoost algorithm for rapid and efficient performance with high reference value. This program integrates skin color detection with AdaBoost for facial feature extraction.

MATLAB 219 views Tagged

A custom-implemented Gabor 2DPCA face recognition algorithm that extracts Gabor features and performs recognition using 2DPCA. Tested on the Yale face database with high accuracy and fast processing speed. The code allows direct recognition rate output by simply adjusting the number of training samples. Includes pre-loaded Yale database for immediate execution and result visualization - implements Gabor filter convolution, 2DPCA dimensionality reduction, and classification modules.

MATLAB 225 views Tagged

This MATLAB source code suite for offline handwritten character recognition includes feature extraction, Bayes classifier, K-nearest neighbor classification, and nearest neighbor classification. Key files: TestScriptRecognition.m (main test script), ScriptFeaExtract.m (feature extraction implementation), KNearestEstimate.m (K-nearest neighbor algorithm), NearestEstimate.m (nearest neighbor classifier), BayesTrain.m (Bayes classifier training), Bayes.m (Bayes classifier testing), CrossValidate.m (m-fold cross validation).

MATLAB 245 views Tagged