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viviansong1995's Projects

imagefeaturedetector icon imagefeaturedetector

A C++ Qt GUI desktop program to calculate Harris, FAST, SIFT and SURF image features with OpenCV

isp-algorithm icon isp-algorithm

Basic algorithms for image processing. Building an algorithm step by step on your own way, not only use API in Matlab or Python.

knn icon knn

K-Nearest Neighbors Classifier

ml_projects icon ml_projects

Andrew Ng's Machine Learning Class Projects Description: Ex1 - Gradient Descent, Newton's Method, Linear Regression Ex2 - Sigmoid Kernels Ex3 - Logistic Regression Implementation Ex4 - Neural Networks implementation for Digit Recognition Ex5 - Regularized Linear Regression, Polynomial Regression Ex6 - SVM (Kernel implementation) for Spam Classification Ex8 - Recommender System (Collaborative Filtering) and Anomaly Detection

opt-algs icon opt-algs

A set of Optimization Algorithms that I coded up for L2-Regularized Logistic Regression. Algorithm implementations are primarily based off of Nocedal and Wright

pcskel icon pcskel

Skeleton Extraction from Point Cloud

rosa icon rosa

Curve-skeleton Extraction from Incomplete Point Cloud

sift icon sift

Extract the feature points of image and then match the images

skl icon skl

This is the repository for the skeleton extraction project, which will be revised to extract more accurate tree skeleton.

spamfilter icon spamfilter

Try 3 algorithms to Implement a Spam Filter in Matlab: Naive Bayes, Decision Tree and Random Forests.

surf icon surf

This is an implementation of a method to compare images using SURF features.

voronoi icon voronoi

a C++ library to calculate voronoi diagrams for a given set of points

voronoi-1 icon voronoi-1

VoronoiSkeleton is a C++ class made for the fast computing of Voronoi diagrams of monochrome images. It contains different implementations of thinning algorithms.

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