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updated 30 days ago

K means clustering for Image Compression by Vinay Kumar Tadepalli

K-means clustering is a popular vector quantization method for data compression. (image processing, demo, mathematics)

Kmeans_Pre_Post.m

kmeans_clustering.m

Image_kmeans_main.m

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updated 2 months ago

Gap statistics by Alessandro Crimi

Algorithm for cluster validity index, R. Tibshirani et al. 2001 (cluster, validity index, kmeans)

gap_statistics(data, num_clusters, num_reference_bootstraps...

test_gap_statistics(test_datas)

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updated 3 months ago

k-means++ by Laurent S

Cluster multivariate data using the k-means++ algorithm. (clustering, kmeans, data mining)

kmeans(X,k)

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updated 6 months ago

Fast K-means clustering by Sebastien PARIS

Fast mex K-means clustering algorithm with possibility of K-mean++ initialization. (statistics, image processing, mathematics)

test_yael_kmeans

gene_mvgm(d , K , sig)

mexme_yael_kmeans(options)

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updated 8 months ago

Improved Nystrom Kernel Low-rank Approximation by Kai

efficient, self-complete implementation of improved Nystrom low-rank approximation (machine learning, matrix lowrank approx..., manifold learning and...)

INys(kernel,data, m, s);

INys_KPCA(data, kernel, m);

INys_MDS(data, m);

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updated 10 months ago

A Fast Image Segmentation using Delaunay Triangulation (Revisited) by Abbas Cheddad

This is a tuned version of the old post on Delaunay-based image segmentation. (delaunay triangulatio..., image segmentation, cell segmentation)

DSNew.m

[Segmented Clusters]=DSIterate(Segmented,B,C,D)

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updated 10 months ago

Customized K-Means by Nirmal

Customized K-means where you can choose different initial cluster centroid. (kmeans, clustering)

[class,centroid,counter]=MyKMeans(data,k,option,init_centro...

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updated 10 months ago

k-means clustering algorithm by Craig

Performs one step of the k-means clustering algorithm (algorithm, images, average)

kmean(img,means)

Example.m

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updated 11 months ago

K-subspaces by Masayuki Tanaka

K-subspaces provides the k-means like clustering. (statistics, mathematics, image processing)

inpnormsubspaces(SS,X)

inpsubspaces(SS, X)

ksubspaces(X,k,dim,SS,iter,ep)

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updated 11 months ago

clusterData by Brett Shoelson

Clusters an MxN array of data into an unspecified number (P) of bins. (data analysis, group data, cluster)

clusterData(data, sensitivity)

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updated 12 months ago

k-means intra cluster measure by ps

to find the cluster validation in k-means by intra cluster measure coding in matlab (data mining)

intra.m

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updated 1 year ago

EM algorithm for Gaussian mixture model by Mo Chen

EM algorithm for Gaussian mixture. Works on arbitray dimensions with high speed and precision. (em, clustering, gmm)

emgm(X, init)

logsumexp(x, dim)

spread(X, label)

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updated 1 year ago

K-medoids by Mo Chen

K-medoids clustering algorithm (kmedoids, clustering, kmeans)

kmedoids(X,k)

spread(X, label)

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updated 1 year ago

Spherical K-means by Mo Chen

A kmeans like clustering algorithm to cluster data on a unit sphere. (clustering)

spkmeans(X, init)

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updated 1 year ago

K-means++: kmeans algorithm with smart seeding by Mo Chen

This is an implementation of the paper k-means++: the advantages of careful seeding. (clustering, kmeans, data analysis)

kmeanspp(X, k)

spread(X, label)

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updated 1 year ago

Kernel k-means by Mo Chen

kernel k-means algorithm (kernel, kmeans, clustering)

knkmeans(K,init)

spread(X, label)

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updated 1 year ago

Nonlinear Relaxation Labeling for Image Processing by Anton Semechko

Improve spatial coherence of a 2D monochromatic/multispectral image using probabilistic relaxation (nonlinear relaxation ..., relaxation labeling, relaxation labelling)

MyKmeans.m

RelaxLabel2D_demo1

RelaxLabel2D_demo2

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updated 1 year ago

image segmentation with EM algorithm by Rongwen Lu

To implement EM algorithm with Gaussian mixed model and to apply it to the image segmentation (em algorithm, gaussian mixed model, image segmentation)

[maskOut]=kGaussian_color_EM(imageFile,k)

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updated 1 year ago

The Spherical K-means algorithm by Xuan Vinh Nguyen

Clustering on the hypersphere with the Spherical K-means algorithm (kmeans, spherical kmeans, clustering)

[best_x,best_f,best_membership,empty,loop]=SPKmeans(a,K,n_r...

b=normalize_norm(a)

b=normalize_norm_mean(a)

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updated 1 year ago

Software implementations of DC by qi zhang

advantage of speed compared with HAC & a stable and effective algorithm (data competition, clustering algorithm, data mining)

[new_center,cl]=update_centers(SD,II,E,K,num,center)

evalf(trueclass,cl,x,sfct)

similarity_euclid(data)

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updated 1 year ago

Iris data set clustering by Yella

Iris data set clustering (4d plot, data import, optimization)

dataclustering.m

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updated 1 year ago

Software implementations of PBKM by qi zhang

advantage of speed & performance appears under large number of clusters (clustering, large number of clust..., clustering algorithm)

IDXA=cut(n,IDX);

IDXA=divKMS(x,K);

T=cengci(x,K);

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updated almost 2 years ago

Two-way repeated measures ANOVA by Aaron Schurger

Two-way repeated measures ANOVA, for designs with two within-subjects variables. (statistics, probability, repeatedmeasures)

rm_anova2(Y,S,F1,F2,FACTNAMES)

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updated almost 2 years ago

Allstats by Francisco de Castro

Many statistics of a vector or matrix (statistics, mean, mode)

allstats(A,varargin)

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updated almost 2 years ago

color Image Segmentation by Athi

Segments a color image into regions. (clustering, segmentation, image segmentation)

colImgSeg(inImg, nBins, winSize, nClass)

SampleUsage.m

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updated almost 2 years ago

Color Quantization by Athi

This program reduces the number of colors present in a true color image (or indexed color image). (quantization, image processing, color reduction)

writeCSV(out_map, OutCSVName)

KMeansColorReduction.m

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updated 2 years ago

Fast K-means by Tim Benham

Fast K-means implementation with optional weights and K-means++ style seeding. (clustering, kmeans, weighted kmeans)

fkmeans(X, k, options)

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updated 2 years ago

K-means image segmentation by Pablo Fonseca

K-means image segmentation based on histogram to reduce memory usage which is constant for any size. (clustering, kmeans, image)

kmeansclustering(im, k)

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updated 2 years ago

Point Pattern Matching Algorithm for Hand Gesture / American Sign Language (ASL) Recognition by Caglar Arslan

A demonstration of American Sign Language recognition by using a Point Pattern Matching Algorithm. (american sign languag..., computer vision, pattern recognition)

Selecteds=findMax(results,depth);

appendimages(image1, image2)

hgr(input);

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updated 2 years ago

imcensor by Sean de

GUI to censor parts of an image (gui, censor, image)

imcensor(I)

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updated 2 years ago

Neuro-fuzzy classifier by Bayram

there are three classifiers and one feature selection method based on neuro-fuzy. (feature selection, modeling, system identification)

[fismat,feature,outputs,recog_tr,recog_te,labels,performanc...

[fismat,outputs,recog_tr,recog_te,labels,performance]=scg_n...

[fismat,outputs,recog_tr,recog_te,labels,performance]=scg_n...

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updated 2 years ago

Toolbox Alpert Transform by Gabriel Peyre

The Alpert transform is a multiwavelets transform based on orthogonal polynomials. (alpert, wavelets, multiwavelets)

Toolbox Alpert Transform - A toolbox to perform the Fast Mu...

array_get_val( x, ind )

array_set_val( x, ind, v )

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updated 2 years ago

Patch color selector by Yi Cao

Selecting colors for a number of patches to avoid neighboring patches with the same color. (color patches, data exploration)

pcsel( centers, ncolor )

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updated 2 years ago

k_means cluster by lulu ?

use k_means to cluster a mount of data (cluster)

y=kmeans(data,k)

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updated almost 3 years ago

KMeans Segmentation - MEX by Ahmad

Given N data elements of R dimensions (N x R matrix), it segregates the n elements into k clusters (kmeans, segmentation, clustering)

kmeansK( data_vecs, k )

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updated almost 3 years ago

classification k-means by Edgar Bernal-Flores

matrix where the values of each position is the distance of one class to another class. (kmeans)

crit_kmeans_unifor(k,datos)

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updated 3 years ago

k-means algorithm by Tyler London

Runs the k-means algorithm on N random points on a given shape. (kmeans, signal processing, can anyone help me ou...)

kMeans(numPoints, numClusters, shape, drawOn, showOn)

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updated 3 years ago

Histogram Binwidth Optimization by Hideaki Shimazaki

Function `sshist' returns optimal number of bins in a histogram used for density estimation. (binwidth, histogram, optimization)

sshist(x,N)

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updated 3 years ago

Fuzzy c-means segmentation by Santle Camilus

This program segments an image into 2 partitions using standard Fuzzy k-means algorithm. (clustering, cmeans, image segmentation)

fuzzycmeans.m

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updated almost 4 years ago

CVAP: Cluster Validity Analysis Platform (cluster analysis and validation tool) by Kaijun Wang

supplying over 17 validity indices and 5 clustering algorithms based on GUI (cluster validation, clustering analysis, statistics)

[dout,wide,dmin]=data_normalization(data,choise,oldwide,old...

[idx,netsim,dpsim,expref,pref,lowp,highp]=apclusterK(...

[idx,netsim,dpsim,expref]=apcluster(s,p,varargin);

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updated almost 4 years ago

Image Acquisition and Processing with MATLABĀ® Webinar Files by Alan Hwang

This file contains the demos used in the Image Acquisition and Processing with MATLABĀ® Webinar. (blister, image acquisition, webinar)

BlisterRead(RGB)

Blister_GUI(varargin)

BlisterPackInspection.m

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updated almost 4 years ago

BioMedical EDU Webinar - Statistics and Curve Fitting by Peter Perkins

Code and data used during the BioMedical EDU Webinar given on 10/8/03. (biomedical, data, webinar)

myfit(hours,sulfate)

allCode.m

plotClusts.m

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updated 4 years ago

Hill-Climbing Color Image Segmentation by YIQUN

color image segmentation using hill-climbing algorithm and kmeans in CIE Lab. (hillclimbing, kmeans, image processing)

HillClimbingSegment(sImgPath,iBinNum)

RGB2Lab(R,G,B)

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updated 5 years ago

Efficient K-Means Clustering using JIT by Yi Cao

A simple but fast tool for K-means clustering (clustering, jit, kmeans)

[gIdx,c]=k_means(X,k)

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updated 5 years ago

KNMCluster by Timothy Felty

Calculates means and associated clusters from input data. (audio processing, video processing, k)

[means,c]=KNMCluster(k,indata)% Inputs

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updated 5 years ago

K-means algorithm demo by Mauricio Martinez-Garcia

A simple implementation of the kmeans algorithm (dsp, kmeans vector quantiz...)

simple_kmeans(X,K,maxerr)

km_demo.m

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updated 6 years ago

k-Means Projective Clustering by Yohai Devir

Perform projective clusterig (statistics, clustering, kmeans)

kMeansProjClustering(pointsCoords, k, options)

setDefaultValues(myStruct,varargin)

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updated 6 years ago

Statistical Learning Toolbox by Dahua Lin

Functions for statistical learning, pattern recognition and computer vision, covering many topics. (classification, statistical learning, pattern recognition)

annsearch(X0, X, k, varargin)

edl_batchexp(expfun, scrpath, env, logger, filter, runopt)

edl_buildiidxdict(S, idxfn)

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updated almost 7 years ago

Fast Circular Cross Covariance by Ehsan Azar

Fast Circular Cross Covariance of two signals (filter design, filter analysis, fast circular cross c...)

[lags,cc]=CXCOV(a,b)

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updated almost 7 years ago

Surface Curvature by Daniel Claxton

Vectorized surface curvature computation (curvature, gaussian, mean curvature)

surfature(X,Y,Z),

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