@Override
public void applyInPlace(FastBitmap fastBitmap) {
int size = fastBitmap.getSize();
if (fastBitmap.isGrayscale()) {
CalculateMap(inGray, outGray, mapGray);
for (int x = 0; x < size; x++) {
fastBitmap.setGray(x, mapGray[fastBitmap.getGray(x)]);
}
} else {
CalculateMap(inRed, outRed, mapRed);
CalculateMap(inGreen, outGreen, mapGreen);
CalculateMap(inBlue, outBlue, mapBlue);
for (int x = 0; x < size; x++) {
int r = mapRed[fastBitmap.getRed(x)];
int g = mapGreen[fastBitmap.getGreen(x)];
int b = mapBlue[fastBitmap.getBlue(x)];
fastBitmap.setRGB(x, r, g, b);
}
}
}
/**
* Extract blob.
*
* @param id ID.
* @param fastBitmap Image to be processed.
* @return Image with the extracted blob.
*/
public FastBitmap Extract(int id, FastBitmap fastBitmap) {
// Check if blobs list is null.
if (this.blobs == null) this.blobs = new BlobDetection().ProcessImage(fastBitmap);
FastBitmap image;
if (fastBitmap.isGrayscale()) {
image =
new FastBitmap(
fastBitmap.getWidth(), fastBitmap.getHeight(), FastBitmap.ColorSpace.Grayscale);
for (IntPoint p : blobs.get(id).getPoints()) {
image.setGray(p.x, p.y, fastBitmap.getGray(p.x, p.y));
}
} else {
image =
new FastBitmap(fastBitmap.getWidth(), fastBitmap.getHeight(), FastBitmap.ColorSpace.RGB);
for (IntPoint p : blobs.get(id).getPoints()) {
image.setRed(p.x, p.y, fastBitmap.getRed(p.x, p.y));
image.setGreen(p.x, p.y, fastBitmap.getGreen(p.x, p.y));
image.setBlue(p.x, p.y, fastBitmap.getBlue(p.x, p.y));
}
}
return image;
}
/**
* Computes histograms.
*
* @param fastBitmap Image.
*/
private void ProcessImage(FastBitmap fastBitmap) {
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
if (fastBitmap.isGrayscale()) {
int[] g = new int[width];
for (int x = 0; x < height; x++) {
for (int y = 0; y < width; y++) {
g[y] += fastBitmap.getGray(x, y);
}
}
gray = new Histogram(g);
}
if (fastBitmap.isRGB()) {
int[] r = new int[width];
int[] g = new int[width];
int[] b = new int[width];
for (int x = 0; x < height; x++) {
for (int y = 0; y < width; y++) {
r[y] += fastBitmap.getRed(x, y);
g[y] += fastBitmap.getGreen(x, y);
b[y] += fastBitmap.getBlue(x, y);
}
}
red = new Histogram(r);
green = new Histogram(g);
blue = new Histogram(b);
}
}
@Override
public void applyInPlace(FastBitmap fastBitmap) {
if (fastBitmap.isGrayscale()) {
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
double oldIradius = (double) (height - 1) / 2;
double oldJradius = (double) (width - 1) / 2;
CalculateNewSize(fastBitmap);
FastBitmap destinationData =
new FastBitmap(newWidth, newHeight, FastBitmap.ColorSpace.Grayscale);
// get destination image size
double newIradius = (double) (newHeight - 1) / 2;
double newJradius = (double) (newWidth - 1) / 2;
// angle's sine and cosine
double angleRad = -angle * Math.PI / 180;
double angleCos = Math.cos(angleRad);
double angleSin = Math.sin(angleRad);
// destination pixel's coordinate relative to image center
double ci, cj;
// coordinates of source points and cooefficiens
double oi, oj, di, dj, k1, k2;
int oi1, oj1, oi2, oj2;
// width and height decreased by 1
int imax = height - 1;
int jmax = width - 1;
ci = -newIradius;
for (int i = 0; i < newHeight; i++) {
cj = -newJradius;
for (int j = 0; j < newWidth; j++) {
// coordinate of the nearest point
oi = angleCos * ci + angleSin * cj + oldIradius;
oj = -angleSin * ci + angleCos * cj + oldJradius;
oi1 = (int) oi;
oj1 = (int) oj;
// validate source pixel's coordinates
if ((oi1 < 0) || (oj1 < 0) || (oi1 >= height) || (oj1 >= width)) {
// fill destination image with filler
destinationData.setGray(i, j, fillGray);
} else {
di = oi - (double) oi1;
dj = oj - (double) oj1;
// initial pixel value
int g = 0;
for (int n = -1; n < 3; n++) {
// get Y cooefficient
k1 = Interpolation.BiCubicKernel(dj - (double) n);
oj2 = oj1 + n;
if (oj2 < 0) oj2 = 0;
if (oj2 > jmax) oj2 = jmax;
for (int m = -1; m < 3; m++) {
// get X cooefficient
k2 = k1 * Interpolation.BiCubicKernel((double) m - di);
oi2 = oi1 + m;
if (oi2 < 0) oi2 = 0;
if (oi2 > imax) oi2 = imax;
g += k2 * fastBitmap.getGray(oi2, oj2);
}
}
destinationData.setGray(i, j, Math.max(0, Math.min(255, g)));
}
cj++;
}
ci++;
}
fastBitmap.setImage(destinationData);
destinationData.recycle();
} else if (fastBitmap.isRGB()) {
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
double oldIradius = (double) (height - 1) / 2;
double oldJradius = (double) (width - 1) / 2;
CalculateNewSize(fastBitmap);
FastBitmap destinationData = new FastBitmap(newWidth, newHeight, FastBitmap.ColorSpace.RGB);
// get destination image size
double newIradius = (double) (newHeight - 1) / 2;
double newJradius = (double) (newWidth - 1) / 2;
// angle's sine and cosine
double angleRad = -angle * Math.PI / 180;
double angleCos = Math.cos(angleRad);
double angleSin = Math.sin(angleRad);
// destination pixel's coordinate relative to image center
double ci, cj;
// coordinates of source points and cooefficiens
double oi, oj, di, dj, k1, k2;
int oi1, oj1, oi2, oj2;
// width and height decreased by 1
int imax = height - 1;
int jmax = width - 1;
ci = -newIradius;
for (int i = 0; i < newHeight; i++) {
cj = -newJradius;
for (int j = 0; j < newWidth; j++) {
// coordinate of the nearest point
oi = angleCos * ci + angleSin * cj + oldIradius;
oj = -angleSin * ci + angleCos * cj + oldJradius;
oi1 = (int) oi;
oj1 = (int) oj;
// validate source pixel's coordinates
if ((oi < 0) || (oj < 0) || (oi >= height) || (oj >= width)) {
// fill destination image with filler
destinationData.setRGB(i, j, fillRed, fillGreen, fillBlue);
} else {
di = oi - (double) oi1;
dj = oj - (double) oj1;
// initial pixel value
int r = 0;
int g = 0;
int b = 0;
for (int n = -1; n < 3; n++) {
// get Y cooefficient
k1 = Interpolation.BiCubicKernel(dj - (double) n);
oj2 = oj1 + n;
if (oj2 < 0) oj2 = 0;
if (oj2 > jmax) oj2 = jmax;
for (int m = -1; m < 3; m++) {
// get X cooefficient
k2 = k1 * Interpolation.BiCubicKernel((double) m - di);
oi2 = oi1 + m;
if (oi2 < 0) oi2 = 0;
if (oi2 > imax) oi2 = imax;
r += k2 * fastBitmap.getRed(oi2, oj2);
g += k2 * fastBitmap.getGreen(oi2, oj2);
b += k2 * fastBitmap.getBlue(oi2, oj2);
}
}
r = Math.max(0, Math.min(255, r));
g = Math.max(0, Math.min(255, g));
b = Math.max(0, Math.min(255, b));
destinationData.setRGB(i, j, r, g, b);
}
cj++;
}
ci++;
}
fastBitmap.setImage(destinationData);
destinationData.recycle();
}
}
@Override
public void applyInPlace(FastBitmap fastBitmap) {
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
int Xline, Yline;
int lines = CalcLines(radius);
int maxArray = lines * lines;
int c;
FastBitmap copy = new FastBitmap(fastBitmap);
if (fastBitmap.isGrayscale()) {
int[] avgL = new int[maxArray];
for (int x = 0; x < height; x++) {
for (int y = 0; y < width; y++) {
c = 0;
for (int i = 0; i < lines; i++) {
Xline = x + (i - radius);
for (int j = 0; j < lines; j++) {
Yline = y + (j - radius);
if ((Xline >= 0) && (Xline < height) && (Yline >= 0) && (Yline < width)) {
avgL[c] = copy.getGray(Xline, Yline);
} else {
avgL[c] = copy.getGray(x, y);
}
c++;
}
}
Arrays.sort(avgL);
// alpha trimmed mean
double mean = 0;
for (int i = t; i < c - t; i++) {
mean += avgL[i];
}
fastBitmap.setGray(x, y, (int) (mean / (avgL.length - 2 * t)));
}
}
} else if (fastBitmap.isRGB()) {
int[] avgR = new int[maxArray];
int[] avgG = new int[maxArray];
int[] avgB = new int[maxArray];
for (int x = 0; x < height; x++) {
for (int y = 0; y < width; y++) {
c = 0;
for (int i = 0; i < lines; i++) {
Xline = x + (i - radius);
for (int j = 0; j < lines; j++) {
Yline = y + (j - radius);
if ((Xline >= 0) && (Xline < height) && (Yline >= 0) && (Yline < width)) {
avgR[c] = copy.getRed(Xline, Yline);
avgG[c] = copy.getGreen(Xline, Yline);
avgB[c] = copy.getBlue(Xline, Yline);
} else {
avgR[c] = copy.getRed(x, y);
avgG[c] = copy.getGreen(x, y);
avgB[c] = copy.getBlue(x, y);
}
c++;
}
}
Arrays.sort(avgR);
Arrays.sort(avgG);
Arrays.sort(avgB);
// alpha trimmed mean
double meanR = 0, meanG = 0, meanB = 0;
for (int i = t; i < c - t; i++) {
meanR += avgR[i];
meanG += avgG[i];
meanB += avgB[i];
}
meanR /= (avgR.length - 2 * t);
meanG /= (avgG.length - 2 * t);
meanB /= (avgB.length - 2 * t);
fastBitmap.setRGB(x, y, (int) meanR, (int) meanG, (int) meanB);
}
}
}
}
/**
* Compute GLRLM.
*
* @param fastBitmap Image to be processed.
* @return GLRLM.
*/
public double[][] Compute(FastBitmap fastBitmap) {
int maxGray = 255;
if (autoGray) maxGray = ImageStatistics.Maximum(fastBitmap);
int height = fastBitmap.getHeight();
int width = fastBitmap.getWidth();
double[][] runMatrix = new double[maxGray + 1][width + 1];
switch (degree) {
case Degree_0:
for (int i = 0; i < height; i++) {
int runs = 1;
for (int j = 1; j < width; j++) {
int g1 = fastBitmap.getGray(i, j - 1);
int g2 = fastBitmap.getGray(i, j);
if (g1 == g2) {
runs++;
} else {
runMatrix[g1][runs]++;
numPrimitives++;
runs = 1;
}
if ((g1 == g2) && (j == width - 1)) {
runMatrix[g1][runs]++;
}
if ((g1 != g2) && (j == width - 1)) {
runMatrix[g2][1]++;
}
}
}
break;
case Degree_45:
// Compute I(0,0) and I(height,width)
runMatrix[0][1]++;
runMatrix[height - 1][width - 1]++;
// Compute height
for (int i = 1; i < height; i++) {
int runs = 1;
int steps = i;
for (int j = 0; j < steps; j++) {
int g1 = fastBitmap.getGray(i - j, j);
int g2 = fastBitmap.getGray(i - j - 1, j + 1);
if (g1 == g2) {
runs++;
} else {
runMatrix[g1][runs]++;
numPrimitives++;
runs = 1;
}
if ((g1 == g2) && (j == steps - 1)) {
runMatrix[g1][runs]++;
}
if ((g1 != g2) && (j == steps - 1)) {
runMatrix[g2][1]++;
}
}
}
// Compute width
for (int j = 1; j < width - 1; j++) {
int runs = 1;
int steps = height - j;
for (int i = 1; i < steps; i++) {
int g1 = fastBitmap.getGray(height - i, j + i - 1);
int g2 = fastBitmap.getGray(height - i - 1, j + i);
if (g1 == g2) {
runs++;
} else {
runMatrix[g1][runs]++;
numPrimitives++;
runs = 1;
}
if ((g1 == g2) && (i == steps - 1)) {
runMatrix[g1][runs]++;
}
if ((g1 != g2) && (i == steps - 1)) {
runMatrix[g2][1]++;
}
}
}
break;
case Degree_90:
for (int j = 0; j < width; j++) {
int runs = 1;
for (int i = 0; i < height - 1; i++) {
int g1 = fastBitmap.getGray(height - i - 1, j);
int g2 = fastBitmap.getGray(height - i - 2, j);
if (g1 == g2) {
runs++;
} else {
runMatrix[g1][runs]++;
numPrimitives++;
runs = 1;
}
if ((g1 == g2) && (i == height - 2)) {
runMatrix[g1][runs]++;
}
if ((g1 != g2) && (i == height - 2)) {
runMatrix[g2][1]++;
}
}
}
break;
case Degree_135:
// Compute I(0,width) and I(height,0)
runMatrix[0][width - 1]++;
runMatrix[height - 1][0]++;
// Compute height
for (int i = 1; i < width; i++) {
int runs = 1;
int steps = i;
int w = width - 1;
for (int j = 0; j < steps; j++) {
int g1 = fastBitmap.getGray(i - j, w);
int g2 = fastBitmap.getGray(i - j - 1, --w);
if (g1 == g2) {
runs++;
} else {
runMatrix[g1][runs]++;
numPrimitives++;
runs = 1;
}
if ((g1 == g2) && (j == steps - 1)) {
runMatrix[g1][runs]++;
}
if ((g1 != g2) && (j == steps - 1)) {
runMatrix[g2][1]++;
}
}
}
// Compute width
for (int j = 1; j < width - 1; j++) {
int runs = 1;
int steps = height - j;
int w = width - 1 - j;
for (int i = 1; i < steps; i++) {
int g1 = fastBitmap.getGray(height - i, w);
int g2 = fastBitmap.getGray(height - i - 1, --w);
if (g1 == g2) {
runs++;
} else {
runMatrix[g1][runs]++;
numPrimitives++;
runs = 1;
}
if ((g1 == g2) && (i == steps - 1)) {
runMatrix[g1][runs]++;
}
if ((g1 != g2) && (i == steps - 1)) {
runMatrix[g2][1]++;
}
}
}
break;
}
return runMatrix;
}
@Override
public void applyInPlace(FastBitmap fastBitmap) {
if (fastBitmap.isRGB()) {
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
LinkedList<IntPoint> examList = new LinkedList();
Color old = new Color(fastBitmap.getRGB(startPoint));
switch (algorithm) {
case FourWay:
if (!Color.isEqual(old, replace)) {
examList.addFirst(new IntPoint(startPoint));
while (examList.size() > 0) {
IntPoint p = examList.removeLast();
old = new Color(fastBitmap.getRGB(p));
if (!Color.isEqual(old, replace)) {
int x = p.x;
int y = p.y;
fastBitmap.setRGB(x, y, replace);
if (y - 1 > 0) {
examList.addFirst(new IntPoint(x, y - 1)); // check west neighbor
}
if (y + 1 < width) {
examList.addFirst(new IntPoint(x, y + 1)); // check east neighbor
}
if (x + 1 < height) {
examList.addFirst(new IntPoint(x + 1, y)); // check south neighbor
}
if (x - 1 > 0) {
examList.addFirst(new IntPoint(x - 1, y)); // check north neighbor
}
}
}
}
break;
case EightWay:
if (!Color.isEqual(old, replace)) {
examList.addFirst(new IntPoint(startPoint));
while (examList.size() > 0) {
IntPoint p = examList.removeFirst();
if (Color.isEqual(old, replace)) {
int x = p.x;
int y = p.y;
fastBitmap.setRGB(x, y, replace);
if ((x - 1 > 0) && (y - 1 > 0)) {
examList.addFirst(new IntPoint(x - 1, y - 1)); // check north-west neighbor
}
if (x - 1 > 0) {
examList.addFirst(new IntPoint(x - 1, y)); // check north neighbor
}
if ((x + 1 < height) && (y + 1 < width)) {
examList.addFirst(new IntPoint(x + 1, y + 1)); // check north-east neighbor
}
if (y - 1 > 0) {
examList.addFirst(new IntPoint(x, y - 1)); // check west neighbor
}
if (y + 1 < width) {
examList.addFirst(new IntPoint(x, y + 1)); // check east neighbor
}
if ((x + 1 < height) && (y - 1 > 0)) {
examList.addFirst(new IntPoint(x + 1, y - 1)); // check south-west neighbor
}
if (x + 1 < height) {
examList.addFirst(new IntPoint(x + 1, y)); // check south neighbor
}
if ((x + 1 < height) && (y + 1 < width)) {
examList.addFirst(new IntPoint(x + 1, y + 1)); // check south-east neighbor
}
}
}
}
break;
}
} else if (fastBitmap.isGrayscale()) {
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
LinkedList<IntPoint> examList = new LinkedList();
int iGray = fastBitmap.getGray(startPoint);
int _gray = gray;
int _Gray = _gray;
switch (algorithm) {
case FourWay:
if (iGray != _Gray) {
examList.addFirst(new IntPoint(startPoint));
while (examList.size() > 0) {
IntPoint p = examList.removeLast();
_gray = fastBitmap.getGray(p.x, p.y);
_Gray = _gray;
if (_Gray == iGray) {
int x = p.x;
int y = p.y;
fastBitmap.setGray(x, y, gray);
if (y - 1 > 0) {
examList.addFirst(new IntPoint(x, y - 1)); // check west neighbor
}
if (y + 1 < width) {
examList.addFirst(new IntPoint(x, y + 1)); // check east neighbor
}
if (x + 1 < height) {
examList.addFirst(new IntPoint(x + 1, y)); // check south neighbor
}
if (x - 1 > 0) {
examList.addFirst(new IntPoint(x - 1, y)); // check north neighbor
}
}
}
}
break;
case EightWay:
if (iGray != _Gray) {
examList.addFirst(new IntPoint(startPoint));
while (examList.size() > 0) {
IntPoint p = examList.removeFirst();
_gray = fastBitmap.getGray(p.x, p.y);
_Gray = _gray;
if (_Gray == iGray) {
int x = p.x;
int y = p.y;
fastBitmap.setGray(x, y, gray);
if ((x - 1 > 0) && (y - 1 > 0)) {
examList.addFirst(new IntPoint(x - 1, y - 1)); // check north-west neighbor
}
if (x - 1 > 0) {
examList.addFirst(new IntPoint(x - 1, y)); // check north neighbor
}
if ((x + 1 < height) && (y + 1 < width)) {
examList.addFirst(new IntPoint(x + 1, y + 1)); // check north-east neighbor
}
if (y - 1 > 0) {
examList.addFirst(new IntPoint(x, y - 1)); // check west neighbor
}
if (y + 1 < width) {
examList.addFirst(new IntPoint(x, y + 1)); // check east neighbor
}
if ((x + 1 < height) && (y - 1 > 0)) {
examList.addFirst(new IntPoint(x + 1, y - 1)); // check south-west neighbor
}
if (x + 1 < height) {
examList.addFirst(new IntPoint(x + 1, y)); // check south neighbor
}
if ((x + 1 < height) && (y + 1 < width)) {
examList.addFirst(new IntPoint(x + 1, y + 1)); // check south-east neighbor
}
}
}
}
break;
}
} else {
throw new IllegalArgumentException("Flood fill only works in RGB and grayscale images.");
}
}
@Override
public void applyInPlace(FastBitmap fastBitmap) {
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
int Xline, Yline;
int radiusI = (weight.length - 1) / 2;
int radiusJ = (weight[0].length - 1) / 2;
int maxArray = calcMax(weight);
int c;
FastBitmap copy = new FastBitmap(fastBitmap);
if (fastBitmap.isGrayscale()) {
int[] avgL = new int[maxArray];
int median;
for (int x = 0; x < height; x++) {
for (int y = 0; y < width; y++) {
c = 0;
for (int i = 0; i < weight.length; i++) {
Xline = x + (i - radiusI);
for (int j = 0; j < weight[0].length; j++) {
Yline = y + (j - radiusJ);
if ((Xline >= 0) && (Xline < height) && (Yline >= 0) && (Yline < width)) {
if (weight[i][j] > 0) {
for (int k = 0; k < weight[i][j]; k++) {
avgL[c] = copy.getGray(Xline, Yline);
c++;
}
}
}
}
}
Arrays.sort(avgL, 0, c);
// median
median = c / 2;
fastBitmap.setGray(x, y, avgL[median]);
}
}
} else if (fastBitmap.isRGB()) {
int[] avgR = new int[maxArray];
int[] avgG = new int[maxArray];
int[] avgB = new int[maxArray];
int median;
for (int x = 0; x < height; x++) {
for (int y = 0; y < width; y++) {
c = 0;
for (int i = 0; i < weight.length; i++) {
Xline = x + (i - radiusI);
for (int j = 0; j < weight[0].length; j++) {
Yline = y + (j - radiusJ);
if ((Xline >= 0) && (Xline < height) && (Yline >= 0) && (Yline < width)) {
if (weight[i][j] > 0) {
for (int k = 0; k < weight[i][j]; k++) {
avgR[c] = copy.getRed(Xline, Yline);
avgG[c] = copy.getGreen(Xline, Yline);
avgB[c] = copy.getBlue(Xline, Yline);
c++;
}
}
}
}
}
Arrays.sort(avgR, 0, c);
Arrays.sort(avgG, 0, c);
Arrays.sort(avgB, 0, c);
// median
median = c / 2;
fastBitmap.setRGB(x, y, avgR[median], avgG[median], avgB[median]);
}
}
}
}
@Override
public void applyInPlace(FastBitmap fastBitmap) {
int width = fastBitmap.getWidth();
int height = fastBitmap.getHeight();
FastBitmap copy = new FastBitmap(fastBitmap);
if (fastBitmap.isGrayscale()) {
for (int x = 0; x < height; x++) {
for (int y = 0; y < width; y++) {
double mean = 0;
double var = 0;
int total = 0;
for (int i = x - radius; i <= x + radius; i++) {
for (int j = y - radius; j <= y + radius; j++) {
if (i >= 0 && i < height && j >= 0 && j < width) {
mean += copy.getGray(i, j);
total++;
}
}
}
mean /= total;
for (int i = x - radius; i <= x + radius; i++) {
for (int j = y - radius; j <= y + radius; j++) {
if (i >= 0 && i < height && j >= 0 && j < width)
var += Math.pow(copy.getGray(i, j) - mean, 2);
}
}
var /= total - 1;
if (var < 0) var = 0;
if (var > 255) var = 255;
fastBitmap.setGray(x, y, (int) var);
}
}
}
if (fastBitmap.isRGB()) {
for (int x = 0; x < height; x++) {
for (int y = 0; y < width; y++) {
double meanR = 0, meanG = 0, meanB = 0;
double varR = 0, varG = 0, varB = 0;
int total = 0;
for (int i = x - radius; i <= x + radius; i++) {
for (int j = y - radius; j <= y + radius; j++) {
if (i >= 0 && i < height && j >= 0 && j < width) {
meanR += copy.getRed(i, j);
meanG += copy.getGreen(i, j);
meanB += copy.getBlue(i, j);
total++;
}
}
}
meanR /= total;
meanG /= total;
meanB /= total;
for (int i = x - radius; i <= x + radius; i++) {
for (int j = y - radius; j <= y + radius; j++) {
if (i >= 0 && i < height && j >= 0 && j < width) {
varR += Math.pow(copy.getRed(i, j) - meanR, 2);
varG += Math.pow(copy.getGreen(i, j) - meanG, 2);
varB += Math.pow(copy.getBlue(i, j) - meanB, 2);
}
}
}
varR /= total - 1;
varG /= total - 1;
varB /= total - 1;
if (varR < 0) varR = 0;
if (varG < 0) varG = 0;
if (varB < 0) varB = 0;
if (varR > 255) varR = 255;
if (varG > 255) varG = 255;
if (varB > 255) varB = 255;
fastBitmap.setRGB(x, y, (int) varR, (int) varG, (int) varB);
}
}
}
}