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KMeansCommandFlags Enumeration

Summary
Represents which initialization algorithm to use for the KMeansCommand.
Syntax
C#
Objective-C
C++/CLI
Java
Python
public enum KMeansCommandFlags   
typedef NS_OPTIONS(NSUInteger, LTKMeansCommandFlags) 
public final class KMeansCommandFlags 
    extends java.lang.Enum<KMeansCommandFlags> 
public enum class KMeansCommandFlags   
class KMeansCommandFlags(Enum): 
   KMeans_Random = 1 
   KMeans_Uniform = 2 
   KMeans_UserDefined = 3 
Members
ValueMemberDescription
1KMeans_Random Use a Random sampling algorithm to set the initial means.
2KMeans_Uniform Use a Uniform sampling algorithm to set the initial means.
3KMeans_UserDefined Use an array of user-defined initial centers to set the initial means.
Example
C#
Java
using Leadtools; 
using Leadtools.Codecs; 
using Leadtools.ImageProcessing.Core; 
 
public void KMeansCommandExample() 
{ 
   RasterCodecs codecs = new RasterCodecs(); 
   codecs.ThrowExceptionsOnInvalidImages = true; 
 
   //Load an image 
   RasterImage image = codecs.Load(Path.Combine(LEAD_VARS.ImagesDir, "cannon.jpg")); 
 
   //Prepare the command 
   KMeansCommand command = new KMeansCommand(); 
 
   command.Clusters = 7; 
   command.Type = KMeansCommandFlags.KMeans_Random; 
 
   //Apply  
   command.Run(image); 
} 
 
static class LEAD_VARS 
{ 
   public const string ImagesDir = @"C:\LEADTOOLS23\Resources\Images"; 
} 
 
import java.io.File; 
import java.io.IOException; 
 
import org.junit.*; 
import org.junit.Test; 
import org.junit.runner.JUnitCore; 
import org.junit.runner.Result; 
import org.junit.runner.notification.Failure; 
import static org.junit.Assert.*; 
 
import leadtools.*; 
import leadtools.codecs.*; 
import leadtools.imageprocessing.core.*; 
 
 
public void kMeansCommandExample() { 
    final String LEAD_VARS_IMAGES_DIR = "C:\\LEADTOOLS23\\Resources\\Images"; 
 
    RasterCodecs codecs = new RasterCodecs(); 
    codecs.setThrowExceptionsOnInvalidImages(true); 
 
    // Load an image 
    RasterImage image = codecs.load(combine(LEAD_VARS_IMAGES_DIR, "cannon.jpg")); 
 
    // Prepare the command 
    KMeansCommand command = new KMeansCommand(); 
 
    command.setClusters(7); 
    command.setType(KMeansCommandFlags.KMEANS_RANDOM); 
    assertTrue(command.getClusters() == 7 && command.getType() == KMeansCommandFlags.KMEANS_RANDOM); 
 
    // Apply 
    command.run(image); 
    codecs.save(image, combine(LEAD_VARS_IMAGES_DIR, "cannonResult.jpg"), RasterImageFormat.JPEG, 24); 
 
    assertTrue(new File(combine(LEAD_VARS_IMAGES_DIR, "cannonResult.jpg")).exists()); 
    System.out.println("Command run and image exported to: " + combine(LEAD_VARS_IMAGES_DIR, "cannonResult.jpg")); 
} 
Requirements

Target Platforms

Help Version 23.0.2024.3.3
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© 1991-2024 LEAD Technologies, Inc. All Rights Reserved.

Leadtools.ImageProcessing.Core Assembly
Products | Support | Contact Us | Intellectual Property Notices
© 1991-2023 LEAD Technologies, Inc. All Rights Reserved.