public bool IsEqual(IClusterableItem item)
{
bool b1 = width == item.Width;
bool b2 = height == item.Height;
bool b3 = red == item.Red();
bool b4 = green == item.Green();
bool b5 = blue == item.Blue();
return (b1 && b2 && b3 && b4 && b5);
}
public Dictionary<string, List<ArtImage>> Cluster()
{
IClusterableItem[] clusterPoints = new IClusterableItem[CLUSTER_COUNT];
for (int i = 0; i < CLUSTER_COUNT; i++)
{
clusterPoints[i] = ClusterPoint.getRandomClusterPoint();
}
int loopCount = 0;
bool ChangeOccurred = false;
do
{
ChangeOccurred = false;
foreach (ArtImage art_image in imagesToCluster)
{
if (art_image != null)
{
double bestDistance = 10000;
string clusterName = "cluster0";
for (int i = 0; i < CLUSTER_COUNT; i++)
{
double currentDistance = getDistance(clusterPoints[i], art_image);
if (currentDistance <= bestDistance)
{
bestDistance = currentDistance;
clusterName = "cluster" + (i + 1);
}
}
clusters[clusterName].Add(art_image);
}
}
IClusterableItem[] newClusterPoints = new IClusterableItem[CLUSTER_COUNT];
for (int i = 0; i < CLUSTER_COUNT; i++)
{
String clusterNum = "cluster" + (i+1);
newClusterPoints[i] = getAverageClusterPointFromArtImageList(clusters[clusterNum]);
}
for (int i = 0; i < CLUSTER_COUNT; i++)
{
if (!newClusterPoints[i].IsEqual(clusterPoints[i]))
{
ChangeOccurred = true;
clusterPoints[i] = newClusterPoints[i];
}
}
loopCount++;
if (ChangeOccurred || loopCount < 200)
{
clusters = new Dictionary<string, List<ArtImage>>();
CreateClusters();
}
}
while (ChangeOccurred || loopCount < 200);
return clusters;
}
public double getDistance(IClusterableItem image1, IClusterableItem image2)
{
double distance = 0;
double heightDistance = Math.Pow((image2.Height - image1.Height), 2);
double widthDistance = Math.Pow((image2.Width - image1.Width), 2);
double redDistance = Math.Pow((image2.Red() - image1.Red()), 2);
double greenDistance = Math.Pow((image2.Green() - image1.Green()), 2);
double blueDistance = Math.Pow((image2.Blue() - image1.Blue()), 2);
distance = Math.Sqrt((heightDistance + widthDistance + redDistance + greenDistance + blueDistance));
return distance;
}
