File: ByteProcessor.java

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package ij.process;

import java.util.*;
import java.awt.*;
import java.awt.image.*;
import ij.gui.*;
import ij.Prefs;

/**
This is an 8-bit image and methods that operate on that image. Based on the ImageProcessor class
from "KickAss Java Programming" by Tonny Espeset.
*/
public class ByteProcessor extends ImageProcessor {

	static final int ERODE=10, DILATE=11;
	protected byte[] pixels;
	protected byte[] snapshotPixels;
	private int bgColor = 255; //white
	private boolean bgColorSet;
	private int min=0, max=255;
    private int binaryCount, binaryBackground;

	/**Creates a ByteProcessor from an AWT Image. */
	public ByteProcessor(Image img) {
		width = img.getWidth(null);
		height = img.getHeight(null);
		resetRoi();
		pixels = new byte[width * height];
		PixelGrabber pg = new PixelGrabber(img, 0, 0, width, height, false);
		try {
			pg.grabPixels();
		} catch (InterruptedException e) {
			System.err.println(e);
		};
   		cm = pg.getColorModel();
		if (cm instanceof IndexColorModel)
			pixels = (byte[])(pg.getPixels());
		else
			System.err.println("ByteProcessor: not 8-bit image");
		if (((IndexColorModel)cm).getTransparentPixel()!=-1) {
    		IndexColorModel icm = (IndexColorModel)cm;
			int mapSize = icm.getMapSize();
			byte[] reds = new byte[mapSize];
			byte[] greens = new byte[mapSize];
			byte[] blues = new byte[mapSize];	
			icm.getReds(reds); 
			icm.getGreens(greens); 
			icm.getBlues(blues);
			cm = new IndexColorModel(8, mapSize, reds, greens, blues);
		}
	}

	/**Creates a blank ByteProcessor of the specified dimensions. */
	public ByteProcessor(int width, int height) {
		this(width, height, new byte[width*height], null);
	}

	/**Creates a ByteProcessor from a pixel array and IndexColorModel. */
	public ByteProcessor(int width, int height, byte[] pixels, ColorModel cm) {
		if (pixels!=null && width*height!=pixels.length)
			throw new IllegalArgumentException(WRONG_LENGTH);
		this.width = width;
		this.height = height;
		resetRoi();
		this.pixels = pixels;
		this.cm = cm;
	}

	/** Creates a ByteProcessor from a TYPE_BYTE_GRAY BufferedImage. */
	public ByteProcessor(BufferedImage bi) {
		if (bi.getType()!=BufferedImage.TYPE_BYTE_GRAY)
			throw new IllegalArgumentException("Type!=TYPE_BYTE_GRAYY");
		WritableRaster raster = bi.getRaster();
		DataBuffer buffer = raster.getDataBuffer();
		pixels = ((DataBufferByte) buffer).getData();
		width = raster.getWidth();
		height = raster.getHeight();
	}

	public Image createImage() {
		if (cm==null) cm = getDefaultColorModel();
		if (ij.IJ.isJava16()) return createBufferedImage();
		if (source==null) {
			source = new MemoryImageSource(width, height, cm, pixels, 0, width);
			source.setAnimated(true);
			source.setFullBufferUpdates(true);
			img = Toolkit.getDefaultToolkit().createImage(source);
		} else if (newPixels) {
			source.newPixels(pixels, cm, 0, width);
			newPixels = false;
		} else
			source.newPixels();
		return img;
	}

	Image createBufferedImage() {
		if (raster==null) {
			SampleModel sm = getIndexSampleModel();
			DataBuffer db = new DataBufferByte(pixels, width*height, 0);
			raster = Raster.createWritableRaster(sm, db, null);
		}
		if (image==null || cm!=cm2) {
			if (cm==null) cm=getDefaultColorModel();
			image = new BufferedImage(cm, raster, false, null);
			cm2 = cm;
		}
		return image;
	}
	
	/** Returns this image as a BufferedImage. */
	public BufferedImage getBufferedImage() {
		if (isDefaultLut()) {
			BufferedImage bi = new BufferedImage(width, height, BufferedImage.TYPE_BYTE_GRAY);
			Graphics g = bi.createGraphics();
			g.drawImage(createImage(), 0, 0, null);
			return bi;
		} else
			return (BufferedImage)createBufferedImage();
	}

	/** Returns a new, blank ByteProcessor with the specified width and height. */
	public ImageProcessor createProcessor(int width, int height) {
		ImageProcessor ip2;
		ip2 =  new ByteProcessor(width, height, new byte[width*height], getColorModel());
		if (baseCM!=null)
			ip2.setMinAndMax(min, max);
		ip2.setInterpolationMethod(interpolationMethod);
		return ip2;
	}

	public ImageProcessor crop() {
		ImageProcessor ip2 = createProcessor(roiWidth, roiHeight);
		byte[] pixels2 = (byte[])ip2.getPixels();
		for (int ys=roiY; ys<roiY+roiHeight; ys++) {
			int offset1 = (ys-roiY)*roiWidth;
			int offset2 = ys*width+roiX;
			for (int xs=0; xs<roiWidth; xs++)
				pixels2[offset1++] = pixels[offset2++];
		}
        return ip2;
	}
	
	/** Returns a duplicate of this image. */ 
	public synchronized ImageProcessor duplicate() { 
		ImageProcessor ip2 = createProcessor(width, height); 
		byte[] pixels2 = (byte[])ip2.getPixels(); 
		System.arraycopy(pixels, 0, pixels2, 0, width*height); 
		return ip2; 
	} 

	/**Make a snapshot of the current image.*/
	public void snapshot() {
		snapshotWidth=width;
		snapshotHeight=height;
		if (snapshotPixels==null || (snapshotPixels!=null && snapshotPixels.length!=pixels.length))
			snapshotPixels = new byte[width * height];
		System.arraycopy(pixels, 0, snapshotPixels, 0, width*height);
	}
	
	/** Reset the image from snapshot.*/
	public void reset() {
		if (snapshotPixels==null)
			return;	
        System.arraycopy(snapshotPixels,0,pixels,0,width*height);
	}
	
	/** Swaps the pixel and snapshot (undo) arrays. */
	public void swapPixelArrays() {
		if (snapshotPixels==null) return;	
		byte pixel;
		for (int i=0; i<pixels.length; i++) {
			pixel = pixels[i];
			pixels[i] = snapshotPixels[i];
			snapshotPixels[i] = pixel;
		}
	}

	/** Restore pixels that are within roi but not part of mask. */
	public void reset(ImageProcessor mask) {
		if (mask==null || snapshotPixels==null)
			return;	
		if (mask.getWidth()!=roiWidth||mask.getHeight()!=roiHeight)
			throw new IllegalArgumentException(maskSizeError(mask));
		byte[] mpixels = (byte[])mask.getPixels();
		for (int y=roiY, my=0; y<(roiY+roiHeight); y++, my++) {
			int i = y * width + roiX;
			int mi = my * roiWidth;
			for (int x=roiX; x<(roiX+roiWidth); x++) {
				if (mpixels[mi++]==0)
					pixels[i] = snapshotPixels[i];
				i++;
			}
		}
	}

	public void setSnapshotPixels(Object pixels) {
		snapshotPixels = (byte[])pixels;
		snapshotWidth=width;
		snapshotHeight=height;
	}

	public Object getSnapshotPixels() {
		return snapshotPixels;
	}

	/** Fills pixels that are within roi and part of the mask.
		Does nothing if the mask is not the same size as the ROI. */
	public void fill(ImageProcessor mask) {
		if (mask==null)
			{fill(); return;}
		int roiWidth=this.roiWidth, roiHeight=this.roiHeight;
		int roiX=this.roiX, roiY=this.roiY;
		if (mask.getWidth()!=roiWidth||mask.getHeight()!=roiHeight) {
			mask = getMask();
			if (mask==null||mask.getWidth()!=roiWidth||mask.getHeight()!=roiHeight)
				return;
		}
		byte[] mpixels = (byte[])mask.getPixels();
		for (int y=roiY, my=0; y<(roiY+roiHeight); y++, my++) {
			int i = y * width + roiX;
			int mi = my * roiWidth;
			for (int x=roiX; x<(roiX+roiWidth); x++) {
				if (mpixels[mi++]!=0)
					pixels[i] = (byte)fgColor;
				i++;
			}
		}
	}

	public int getPixel(int x, int y) {
		if (x>=0 && x<width && y>=0 && y<height)
			return pixels[y*width+x]&0xff;
		else
			return 0;
	}
	
	public final int get(int x, int y) {return pixels[y*width+x]&0xff;}
	public final void set(int x, int y, int value) {pixels[y*width+x] = (byte)value;}
	public final int get(int index) {return pixels[index]&0xff;}
	public final void set(int index, int value) {pixels[index] = (byte)value;}
	public final float getf(int x, int y) {return pixels[y*width+x]&0xff;}
	public final void setf(int x, int y, float value) {pixels[y*width+x] = (byte)value;}
	public final float getf(int index) {return pixels[index]&0xff;}
	public final void setf(int index, float value) {pixels[index] = (byte)value;}

	static double oldx, oldy;

	/** Uses the current interpolation method (BILINEAR or BICUBIC) 
		to calculate the pixel value at real coordinates (x,y). */
	public double getInterpolatedPixel(double x, double y) {
		if (interpolationMethod==BICUBIC)
			return getBicubicInterpolatedPixel(x, y, this);
		else {
			if (x<0.0) x = 0.0;
			if (x>=width-1.0) x = width-1.001;
			if (y<0.0) y = 0.0;
			if (y>=height-1.0) y = height-1.001;
			return getInterpolatedPixel(x, y, pixels);
		}
	}

	final public int getPixelInterpolated(double x, double y) {
		if (interpolationMethod==BILINEAR) {
			if (x<0.0 || y<0.0 || x>=width-1 || y>=height-1)
				return 0;
			else
				return (int)Math.round(getInterpolatedPixel(x, y, pixels));
		} else if (interpolationMethod==BICUBIC) {
			int value = (int)(getBicubicInterpolatedPixel(x, y, this)+0.5);
			if (value<0) value = 0;
			if (value>255) value = 255;
			return value;
		} else
			return getPixel((int)(x+0.5), (int)(y+0.5));
	}
	
 	public float getPixelValue(int x, int y) {
		if (x>=0 && x<width && y>=0 && y<height) {
			if (cTable==null)
				return pixels[y*width + x]&0xff;
			else
				return cTable[pixels[y*width + x]&0xff];
		} else
			return 0f;
	}

	/** Sets the foreground drawing color. */
	public void setColor(Color color) {
		//if (ij.IJ.altKeyDown()) throw new IllegalArgumentException("setColor: "+color);
		drawingColor = color;
		fgColor = getBestIndex(color);
	}

	/** Sets the default fill/draw value, where 0<=value<=255. */
	public void setValue(double value) {
		fgColor = (int)value;
		if (fgColor<0) fgColor = 0;
		if (fgColor>255) fgColor = 255;
	}

	/** Sets the background fill value, where 0<=value<=255. */
	public void setBackgroundValue(double value) {
		bgColor = (int)value;
		if (bgColor<0) bgColor = 0;
		if (bgColor>255) bgColor = 255;
		bgColorSet = true;
	}

	/** Returns the background fill value. */
	public double getBackgroundValue() {
		return bgColor;
	}

	/** Stores the specified real value at (x,y). Does
		nothing if (x,y) is outside the image boundary.
		Values outside the range 0-255 are clipped. */
	public void putPixelValue(int x, int y, double value) {
		if (x>=0 && x<width && y>=0 && y<height) {
			if (value>255.0)
				value = 255.0;
			else if (value<0.0)
				value = 0.0;
			pixels[y*width + x] = (byte)(value+0.5);
		}
	}

	/** Stores the specified value at (x,y). Does
		nothing if (x,y) is outside the image boundary.
		Values outside the range 0-255 are clipped. */
	public final void putPixel(int x, int y, int value) {
		if (x>=0 && x<width && y>=0 && y<height) {
			if (value>255) value = 255;
			if (value<0) value = 0;
			pixels[y*width + x] = (byte)value;
		}
	}

	/** Draws a pixel in the current foreground color. */
	public void drawPixel(int x, int y) {
		if (x>=clipXMin && x<=clipXMax && y>=clipYMin && y<=clipYMax)
			pixels[y*width + x] = (byte)fgColor;
	}

	/**	Returns a reference to the byte array containing this image's
		pixel data. To avoid sign extension, the pixel values must be
		accessed using a mask (e.g. int i = pixels[j]&0xff). */
	public Object getPixels() {
		return (Object)pixels;
	}

	/** Returns a copy of the pixel data. Or returns a reference to the
		snapshot buffer if it is not null and 'snapshotCopyMode' is true.
		@see ImageProcessor#snapshot
		@see ImageProcessor#setSnapshotCopyMode
	*/
	public Object getPixelsCopy() {
		if (snapshotPixels!=null && snapshotCopyMode) {
			snapshotCopyMode = false;
			return snapshotPixels;
		} else {
			byte[] pixels2 = new byte[width*height];
        	System.arraycopy(pixels, 0, pixels2, 0, width*height);
			return pixels2;
		}
	}

	public void setPixels(Object pixels) {
		if (pixels!=null && this.pixels!=null && (((byte[])pixels).length!=this.pixels.length))
			throw new IllegalArgumentException("");
		this.pixels = (byte[])pixels;
		resetPixels(pixels);
		if (pixels==null) snapshotPixels = null;
		raster = null;
		image = null;
	}

	/*
	public void getRow(int x, int y, int[] data, int length) {
		int j = y*width+x;
		for (int i=0; i<length; i++)
			data[i] = pixels[j++];
	}

	public void putRow(int x, int y, int[] data, int length) {
		int j = y*width+x;
		for (int i=0; i<length; i++)
			pixels[j++] = (byte)data[i];
	}
	*/
	
	/** Returns the smallest displayed pixel value. */
	public double getMin() {
		return min;
	}

	/** Returns the largest displayed pixel value. */
	public double getMax() {
		return max;
	}

	/** Maps the entries in this image's LUT from min-max to 0-255. */
	public void setMinAndMax(double min, double max) {
		if (max<min)
			return;
		this.min = (int)min;
		this.max = (int)max;
		if (rLUT1==null) {
			if (cm==null)
				makeDefaultColorModel();
			baseCM = cm;
			IndexColorModel m = (IndexColorModel)cm;
			rLUT1 = new byte[256]; gLUT1 = new byte[256]; bLUT1 = new byte[256];
			m.getReds(rLUT1); m.getGreens(gLUT1); m.getBlues(bLUT1); 
			rLUT2 = new byte[256]; gLUT2 = new byte[256]; bLUT2 = new byte[256];
		}
		if (rLUT2==null)
			return;
		int index;
		for (int i=0; i<256; i++) {
			if (i<min) {
				rLUT2[i] = rLUT1[0];
				gLUT2[i] = gLUT1[0];
				bLUT2[i] = bLUT1[0];
			} else if (i>max) {
				rLUT2[i] = rLUT1[255];
				gLUT2[i] = gLUT1[255];
				bLUT2[i] = bLUT1[255];
			} else {
				index = i-this.min;
				index = (int)(256.0*index/(max-min));
				if (index < 0)
					index = 0;
				if (index > 255)
					index = 255;
				rLUT2[i] = rLUT1[index];
				gLUT2[i] = gLUT1[index];
				bLUT2[i] = bLUT1[index];
			}
		}
		cm = new IndexColorModel(8, 256, rLUT2, gLUT2, bLUT2);
		newPixels = true;
		if (min==0.0 && max==255.0) source = null;
		minThreshold = NO_THRESHOLD;
	}

	/** Resets this image's LUT. */
	public void resetMinAndMax() {
		setMinAndMax(0, 255);
	}

	public void setThreshold(double minThreshold, double maxThreshold, int lutUpdate) {
		super.setThreshold(minThreshold, maxThreshold, lutUpdate);
		if (this.minThreshold<0.0) this.minThreshold = 0.0;
		if (this.maxThreshold>255.0) this.maxThreshold = 255.0;
	}

	/** Copies the image contained in 'ip' to (xloc, yloc) using one of
		the transfer modes defined in the Blitter interface. */
	public void copyBits(ImageProcessor ip, int xloc, int yloc, int mode) {
		ip = ip.convertToByte(true);
		new ByteBlitter(this).copyBits(ip, xloc, yloc, mode);
	}

	/* Filters start here */

	public void applyTable(int[] lut) {
		int lineStart, lineEnd;
		for (int y=roiY; y<(roiY+roiHeight); y++) {
			lineStart = y * width + roiX;
			lineEnd = lineStart + roiWidth;
			for (int i=lineEnd; --i>=lineStart;)
				pixels[i] = (byte)lut[pixels[i]&0xff];
		}
	}

    public void convolve3x3(int[] kernel) {
        int v1, v2, v3;    //input pixel values around the current pixel
        int v4, v5, v6;
        int v7, v8, v9;
        int scale = 0;
		int k1=kernel[0], k2=kernel[1], k3=kernel[2],
		k4=kernel[3], k5=kernel[4], k6=kernel[5],
		k7=kernel[6], k8=kernel[7], k9=kernel[8];
		for (int i=0; i<kernel.length; i++)
			scale += kernel[i];
		if (scale==0) scale = 1;
        int inc = roiHeight/25;
        if (inc<1) inc = 1;
        byte[] pixels2 = (byte[])getPixelsCopy();
        int xEnd = roiX + roiWidth;
        int yEnd = roiY + roiHeight;
        for (int y=roiY; y<yEnd; y++) {
            int p  = roiX + y*width;            //points to current pixel
            int p6 = p - (roiX>0 ? 1 : 0);      //will point to v6, currently lower
            int p3 = p6 - (y>0 ? width : 0);    //will point to v3, currently lower
            int p9 = p6 + (y<height-1 ? width : 0); // ...  to v9, currently lower
            v2 = pixels2[p3]&0xff;
            v5 = pixels2[p6]&0xff;
            v8 = pixels2[p9]&0xff;
            if (roiX>0) { p3++; p6++; p9++; }
            v3 = pixels2[p3]&0xff;
            v6 = pixels2[p6]&0xff;
            v9 = pixels2[p9]&0xff;
			for (int x=roiX; x<xEnd; x++,p++) {
				if (x<width-1) { p3++; p6++; p9++; }
				v1 = v2; v2 = v3;
				v3 = pixels2[p3]&0xff;
				v4 = v5; v5 = v6;
				v6 = pixels2[p6]&0xff;
				v7 = v8; v8 = v9;
				v9 = pixels2[p9]&0xff;
				int sum = k1*v1 + k2*v2 + k3*v3
						+ k4*v4 + k5*v5 + k6*v6
						+ k7*v7 + k8*v8 + k9*v9;
				sum = (sum+scale/2)/scale;   //add scale/2 to round
				if (sum>255) sum = 255;
				if (sum<0) sum = 0;
				pixels[p] = (byte)sum;
			}
            if (y%inc==0)
                showProgress((double)(y-roiY)/roiHeight);
        }
        showProgress(1.0);
    }

	/** Filters using a 3x3 neighborhood. The p1, p2, etc variables, which
		contain the values of the pixels in the neighborhood, are arranged
		as follows:
		<pre>
		    p1 p2 p3
		    p4 p5 p6
		    p7 p8 p9
		</pre>
	*/
	public void filter(int type) {
		int p1, p2, p3, p4, p5, p6, p7, p8, p9;
		int inc = roiHeight/25;
		if (inc<1) inc = 1;
		
		byte[] pixels2 = (byte[])getPixelsCopy();
		if (width==1) {
        	filterEdge(type, pixels2, roiHeight, roiX, roiY, 0, 1);
        	return;
		}
		int offset, sum1, sum2=0, sum=0;
        int[] values = new int[10];
        if (type==MEDIAN_FILTER) values = new int[10];
        int rowOffset = width;
        int count;
        int binaryForeground = 255 - binaryBackground;
		for (int y=yMin; y<=yMax; y++) {
			offset = xMin + y * width;
			p2 = pixels2[offset-rowOffset-1]&0xff;
			p3 = pixels2[offset-rowOffset]&0xff;
			p5 = pixels2[offset-1]&0xff;
			p6 = pixels2[offset]&0xff;
			p8 = pixels2[offset+rowOffset-1]&0xff;
			p9 = pixels2[offset+rowOffset]&0xff;

			for (int x=xMin; x<=xMax; x++) {
				p1 = p2; p2 = p3;
				p3 = pixels2[offset-rowOffset+1]&0xff;
				p4 = p5; p5 = p6;
				p6 = pixels2[offset+1]&0xff;
				p7 = p8; p8 = p9;
				p9 = pixels2[offset+rowOffset+1]&0xff;

				switch (type) {
					case BLUR_MORE:
						sum = (p1+p2+p3+p4+p5+p6+p7+p8+p9+4)/9;
						break;
					case FIND_EDGES: // 3x3 Sobel filter
	        			sum1 = p1 + 2*p2 + p3 - p7 - 2*p8 - p9;
	        			sum2 = p1  + 2*p4 + p7 - p3 - 2*p6 - p9;
	        			sum = (int)Math.sqrt(sum1*sum1 + sum2*sum2);
	        			if (sum> 255) sum = 255;
						break;
					case MEDIAN_FILTER:
						values[1]=p1; values[2]=p2; values[3]=p3; values[4]=p4; values[5]=p5;
						values[6]=p6; values[7]=p7; values[8]=p8; values[9]=p9;
						sum = findMedian(values);
						break;
					case MIN:
						sum = p5;
						if (p1<sum) sum = p1;
						if (p2<sum) sum = p2;
						if (p3<sum) sum = p3;
						if (p4<sum) sum = p4;
						if (p6<sum) sum = p6;
						if (p7<sum) sum = p7;
						if (p8<sum) sum = p8;
						if (p9<sum) sum = p9;
						break;
					case MAX:
						sum = p5;
						if (p1>sum) sum = p1;
						if (p2>sum) sum = p2;
						if (p3>sum) sum = p3;
						if (p4>sum) sum = p4;
						if (p6>sum) sum = p6;
						if (p7>sum) sum = p7;
						if (p8>sum) sum = p8;
						if (p9>sum) sum = p9;
						break;
					case ERODE:
						if (p5==binaryBackground)
							sum = binaryBackground;
						else {
							count = 0;
							if (p1==binaryBackground) count++;
							if (p2==binaryBackground) count++;
							if (p3==binaryBackground) count++;
							if (p4==binaryBackground) count++;
							if (p6==binaryBackground) count++;
							if (p7==binaryBackground) count++;
							if (p8==binaryBackground) count++;
							if (p9==binaryBackground) count++;							
							if (count>=binaryCount)
								sum = binaryBackground;
							else
							sum = binaryForeground;
						}
						break;
					case DILATE:
						if (p5==binaryForeground)
							sum = binaryForeground;
						else {
							count = 0;
							if (p1==binaryForeground) count++;
							if (p2==binaryForeground) count++;
							if (p3==binaryForeground) count++;
							if (p4==binaryForeground) count++;
							if (p6==binaryForeground) count++;
							if (p7==binaryForeground) count++;
							if (p8==binaryForeground) count++;
							if (p9==binaryForeground) count++;							
							if (count>=binaryCount)
								sum = binaryForeground;
							else
								sum = binaryBackground;
						}
						break;
				}
				
				pixels[offset++] = (byte)sum;
			}
			//if (y%inc==0)
			//	showProgress((double)(y-roiY)/roiHeight);
		}
        if (xMin==1) filterEdge(type, pixels2, roiHeight, roiX, roiY, 0, 1);
        if (yMin==1) filterEdge(type, pixels2, roiWidth, roiX, roiY, 1, 0);
        if (xMax==width-2) filterEdge(type, pixels2, roiHeight, width-1, roiY, 0, 1);
        if (yMax==height-2) filterEdge(type, pixels2, roiWidth, roiX, height-1, 1, 0);
		//showProgress(1.0);
	}

	void filterEdge(int type, byte[] pixels2, int n, int x, int y, int xinc, int yinc) {
		int p1, p2, p3, p4, p5, p6, p7, p8, p9;
        int sum=0, sum1, sum2;
        int count;
        int binaryForeground = 255 - binaryBackground;
		int bg = binaryBackground;
		int fg = binaryForeground;
		
		for (int i=0; i<n; i++) {
			if ((!Prefs.padEdges && type==ERODE) || type==DILATE) {
				p1=getEdgePixel0(pixels2,bg,x-1,y-1); p2=getEdgePixel0(pixels2,bg,x,y-1); p3=getEdgePixel0(pixels2,bg,x+1,y-1);
				p4=getEdgePixel0(pixels2,bg,x-1,y); p5=getEdgePixel0(pixels2,bg,x,y); p6=getEdgePixel0(pixels2,bg,x+1,y);
				p7=getEdgePixel0(pixels2,bg,x-1,y+1); p8=getEdgePixel0(pixels2,bg,x,y+1); p9=getEdgePixel0(pixels2,bg,x+1,y+1);
			}  else if (Prefs.padEdges && type==ERODE) {
				p1=getEdgePixel1(pixels2,fg, x-1,y-1); p2=getEdgePixel1(pixels2,fg,x,y-1); p3=getEdgePixel1(pixels2,fg,x+1,y-1);
				p4=getEdgePixel1(pixels2,fg, x-1,y); p5=getEdgePixel1(pixels2,fg,x,y); p6=getEdgePixel1(pixels2,fg,x+1,y);
				p7=getEdgePixel1(pixels2,fg,x-1,y+1); p8=getEdgePixel1(pixels2,fg,x,y+1); p9=getEdgePixel1(pixels2,fg,x+1,y+1);
			} else {
				p1=getEdgePixel(pixels2,x-1,y-1); p2=getEdgePixel(pixels2,x,y-1); p3=getEdgePixel(pixels2,x+1,y-1);
				p4=getEdgePixel(pixels2,x-1,y); p5=getEdgePixel(pixels2,x,y); p6=getEdgePixel(pixels2,x+1,y);
				p7=getEdgePixel(pixels2,x-1,y+1); p8=getEdgePixel(pixels2,x,y+1); p9=getEdgePixel(pixels2,x+1,y+1);
			}
            switch (type) {
                case BLUR_MORE:
                    sum = (p1+p2+p3+p4+p5+p6+p7+p8+p9+4)/9;
                    break;
                case FIND_EDGES: // 3x3 Sobel filter
                    sum1 = p1 + 2*p2 + p3 - p7 - 2*p8 - p9;
                    sum2 = p1  + 2*p4 + p7 - p3 - 2*p6 - p9;
                    sum = (int)Math.sqrt(sum1*sum1 + sum2*sum2);
                    if (sum> 255) sum = 255;
                    break;
                case MIN:
                    sum = p5;
                    if (p1<sum) sum = p1;
                    if (p2<sum) sum = p2;
                    if (p3<sum) sum = p3;
                    if (p4<sum) sum = p4;
                    if (p6<sum) sum = p6;
                    if (p7<sum) sum = p7;
                    if (p8<sum) sum = p8;
                    if (p9<sum) sum = p9;
                    break;
                case MAX:
                    sum = p5;
                    if (p1>sum) sum = p1;
                    if (p2>sum) sum = p2;
                    if (p3>sum) sum = p3;
                    if (p4>sum) sum = p4;
                    if (p6>sum) sum = p6;
                    if (p7>sum) sum = p7;
                    if (p8>sum) sum = p8;
                    if (p9>sum) sum = p9;
                    break;
				case ERODE:
					if (p5==binaryBackground)
						sum = binaryBackground;
					else {
						count = 0;
						if (p1==binaryBackground) count++;
						if (p2==binaryBackground) count++;
						if (p3==binaryBackground) count++;
						if (p4==binaryBackground) count++;
						if (p6==binaryBackground) count++;
						if (p7==binaryBackground) count++;
						if (p8==binaryBackground) count++;
						if (p9==binaryBackground) count++;							
						if (count>=binaryCount)
							sum = binaryBackground;
						else
						sum = binaryForeground;
					}
					break;
				case DILATE:
					if (p5==binaryForeground)
						sum = binaryForeground;
					else {
						count = 0;
						if (p1==binaryForeground) count++;
						if (p2==binaryForeground) count++;
						if (p3==binaryForeground) count++;
						if (p4==binaryForeground) count++;
						if (p6==binaryForeground) count++;
						if (p7==binaryForeground) count++;
						if (p8==binaryForeground) count++;
						if (p9==binaryForeground) count++;							
						if (count>=binaryCount)
							sum = binaryForeground;
						else
							sum = binaryBackground;
					}
					break;
            }
            pixels[x+y*width] = (byte)sum;
            x+=xinc; y+=yinc;
        }
    }

	final int getEdgePixel(byte[] pixels2, int x, int y) {
		if (x<=0) x = 0;
		if (x>=width) x = width-1;
		if (y<=0) y = 0;
		if (y>=height) y = height-1;
		return pixels2[x+y*width]&255;
	}

	final int getEdgePixel1(byte[] pixels2, int foreground, int x, int y) {
		if (x<0 || x>width-1 || y<0 || y>height-1)
            return foreground;
        else
            return pixels2[x+y*width]&255;
	}

	final int getEdgePixel0(byte[] pixels2, int background, int x, int y) {
		if (x<0 || x>width-1 || y<0 || y>height-1)
            return background;
        else
            return pixels2[x+y*width]&255;
	}

	public void erode() {
		if (isInvertedLut())
			filter(MIN);
		else
			filter(MAX);
	}
	
	public void dilate() {
		if (isInvertedLut())
			filter(MAX);
		else
			filter(MIN);
	}

	public void erode(int count, int background) {
        binaryCount = count;
        binaryBackground = background;
        filter(ERODE);
	}

	public void dilate(int count, int background) {
        binaryCount = count;
        binaryBackground = background;
        filter(DILATE);
	}

	public void outline() {
		new BinaryProcessor(this).outline();
	}
	
	public void skeletonize() {
		new BinaryProcessor(this).skeletonize();
	}
	
	private final int findMedian (int[] values) {
	//Finds the 5th largest of 9 values
		for (int i = 1; i <= 4; i++) {
			int max = 0;
			int mj = 1;
			for (int j = 1; j <= 9; j++)
				if (values[j] > max) {
					max = values[j];
					mj = j;
				}
			values[mj] = 0;
		}
		int max = 0;
		for (int j = 1; j <= 9; j++)
			if (values[j] > max)
				max = values[j];
		return max;
	}

	public void medianFilter() {
		filter(MEDIAN_FILTER);
	}

    public void noise(double range) {
		Random rnd=new Random();
		int v, ran;
		boolean inRange;
		for (int y=roiY; y<(roiY+roiHeight); y++) {
			int i = y * width + roiX;
			for (int x=roiX; x<(roiX+roiWidth); x++) {
				inRange = false;
				do {
					ran = (int)Math.round(rnd.nextGaussian()*range);
					v = (pixels[i] & 0xff) + ran;
					inRange = v>=0 && v<=255;
					if (inRange) pixels[i] = (byte)v;
				} while (!inRange);
				i++;
			}
			if (y%20==0)
				showProgress((double)(y-roiY)/roiHeight);
		}
		showProgress(1.0);
    }

	/** Scales the image or selection using the specified scale factors.
		@see ImageProcessor#setInterpolate
	*/
	public void scale(double xScale, double yScale) {
		double xCenter = roiX + roiWidth/2.0;
		double yCenter = roiY + roiHeight/2.0;
		int xmin, xmax, ymin, ymax;
		if (!bgColorSet && isInvertedLut()) bgColor = 0;
		
		if ((xScale>1.0) && (yScale>1.0)) {
			//expand roi
			xmin = (int)(xCenter-(xCenter-roiX)*xScale);
			if (xmin<0) xmin = 0;
			xmax = xmin + (int)(roiWidth*xScale) - 1;
			if (xmax>=width) xmax = width - 1;
			ymin = (int)(yCenter-(yCenter-roiY)*yScale);
			if (ymin<0) ymin = 0;
			ymax = ymin + (int)(roiHeight*yScale) - 1;
			if (ymax>=height) ymax = height - 1;
		} else {
			xmin = roiX;
			xmax = roiX + roiWidth - 1;
			ymin = roiY;
			ymax = roiY + roiHeight - 1;
		}
		byte[] pixels2 = (byte[])getPixelsCopy();
		ImageProcessor ip2 = null;
		if (interpolationMethod==BICUBIC) {
			ip2 = new ByteProcessor(getWidth(), getHeight(), pixels2, null);
			ip2.setBackgroundValue(getBackgroundValue());
		}
		boolean checkCoordinates = (xScale < 1.0) || (yScale < 1.0);
		int index1, index2, xsi, ysi;
		double ys, xs;
		if (interpolationMethod==BICUBIC) {
			for (int y=ymin; y<=ymax; y++) {
				ys = (y-yCenter)/yScale + yCenter;
				index1 = y*width + xmin;
				index2 = width*(int)ys;
				for (int x=xmin; x<=xmax; x++) {
					xs = (x-xCenter)/xScale + xCenter;
					int value = (int)(getBicubicInterpolatedPixel(xs, ys, ip2)+0.5);
					if (value<0) value = 0;
					if (value>255) value = 255;
					pixels[index1++] = (byte)value;
				}
				if (y%30==0) showProgress((double)(y-ymin)/height);
			}
		} else {
			double xlimit = width-1.0, xlimit2 = width-1.001;
			double ylimit = height-1.0, ylimit2 = height-1.001;
			for (int y=ymin; y<=ymax; y++) {
				ys = (y-yCenter)/yScale + yCenter;
				ysi = (int)ys;
				if (ys<0.0) ys = 0.0;			
				if (ys>=ylimit) ys = ylimit2;
				index1 = y*width + xmin;
				index2 = width*(int)ys;
				for (int x=xmin; x<=xmax; x++) {
					xs = (x-xCenter)/xScale + xCenter;
					xsi = (int)xs;
					if (checkCoordinates && ((xsi<xmin) || (xsi>xmax) || (ysi<ymin) || (ysi>ymax)))
						pixels[index1++] = (byte)bgColor;
					else {
						if (interpolationMethod==BILINEAR) {
							if (xs<0.0) xs = 0.0;
							if (xs>=xlimit) xs = xlimit2;
							pixels[index1++] =(byte)((int)(getInterpolatedPixel(xs, ys, pixels2)+0.5)&255);
						} else
							pixels[index1++] = pixels2[index2+xsi];
					}
				}
				if (y%30==0)
				showProgress((double)(y-ymin)/height);
			}
		}
		showProgress(1.0);
	}

	/** Uses bilinear interpolation to find the pixel value at real coordinates (x,y). */
	private final double getInterpolatedPixel(double x, double y, byte[] pixels) {
		int xbase = (int)x;
		int ybase = (int)y;
		double xFraction = x - xbase;
		double yFraction = y - ybase;
		int offset = ybase * width + xbase;
		int lowerLeft = pixels[offset]&255;
		//if ((xbase>=(width-1))||(ybase>=(height-1)))
		//	return lowerLeft;
		int lowerRight = pixels[offset + 1]&255;
		int upperRight = pixels[offset + width + 1]&255;
		int upperLeft = pixels[offset + width]&255;
		double upperAverage = upperLeft + xFraction * (upperRight - upperLeft);
		double lowerAverage = lowerLeft + xFraction * (lowerRight - lowerLeft);
		return lowerAverage + yFraction * (upperAverage - lowerAverage);
	}

	/** Creates a new ByteProcessor containing a scaled copy of this image or selection.
		@see ij.process.ImageProcessor#setInterpolate
	*/
	public ImageProcessor resize(int dstWidth, int dstHeight) {
		if (roiWidth==dstWidth && roiHeight==dstHeight)
			return crop();
		double srcCenterX = roiX + roiWidth/2.0;
		double srcCenterY = roiY + roiHeight/2.0;
		double dstCenterX = dstWidth/2.0;
		double dstCenterY = dstHeight/2.0;
		double xScale = (double)dstWidth/roiWidth;
		double yScale = (double)dstHeight/roiHeight;
		if (interpolationMethod!=NONE) {
			dstCenterX += xScale/2.0;
			dstCenterY += yScale/2.0;
		}
		ImageProcessor ip2 = createProcessor(dstWidth, dstHeight);
		byte[] pixels2 = (byte[])ip2.getPixels();
		double xs, ys;
		int index1, index2;
		if (interpolationMethod==BICUBIC) {
			for (int y=0; y<=dstHeight-1; y++) {
				ys = (y-dstCenterY)/yScale + srcCenterY;
				index1 = width*(int)ys;
				index2 = y*dstWidth;
				for (int x=0; x<=dstWidth-1; x++) {
					xs = (x-dstCenterX)/xScale + srcCenterX;
					int value = (int)(getBicubicInterpolatedPixel(xs, ys, this)+0.5);
					if (value<0) value = 0;
					if (value>255) value = 255;
					pixels2[index2++] = (byte)value;
				}
				if (y%30==0)
				showProgress((double)y/dstHeight);
			}
		} else {
			double xlimit = width-1.0, xlimit2 = width-1.001;
			double ylimit = height-1.0, ylimit2 = height-1.001;
			for (int y=0; y<=dstHeight-1; y++) {
				ys = (y-dstCenterY)/yScale + srcCenterY;
				if (interpolationMethod==BILINEAR) {
					if (ys<0.0) ys = 0.0;
					if (ys>=ylimit) ys = ylimit2;
				}
				index1 = width*(int)ys;
				index2 = y*dstWidth;
				for (int x=0; x<=dstWidth-1; x++) {
					xs = (x-dstCenterX)/xScale + srcCenterX;
					if (interpolationMethod==BILINEAR) {
						if (xs<0.0) xs = 0.0;
						if (xs>=xlimit) xs = xlimit2;
						pixels2[index2++] = (byte)((int)(getInterpolatedPixel(xs, ys, pixels)+0.5)&255);
					} else
						pixels2[index2++] = pixels[index1+(int)xs];
				}
				if (y%30==0)
				showProgress((double)y/dstHeight);
			}
		}
		showProgress(1.0);
		return ip2;
	}

	/** Rotates the image or ROI 'angle' degrees clockwise.
		@see ImageProcessor#setInterpolationMethod
	*/
	public void rotate(double angle) {
        if (angle%360==0)
        	return;
		byte[] pixels2 = (byte[])getPixelsCopy();
		ImageProcessor ip2 = null;
		if (interpolationMethod==BICUBIC) {
			ip2 = new ByteProcessor(getWidth(), getHeight(), pixels2, null);
			ip2.setBackgroundValue(getBackgroundValue());
		}
		double centerX = roiX + (roiWidth-1)/2.0;
		double centerY = roiY + (roiHeight-1)/2.0;
		int xMax = roiX + this.roiWidth - 1;
		if (!bgColorSet && isInvertedLut()) bgColor = 0;
		
		double angleRadians = -angle/(180.0/Math.PI);
		double ca = Math.cos(angleRadians);
		double sa = Math.sin(angleRadians);
		double tmp1 = centerY*sa-centerX*ca;
		double tmp2 = -centerX*sa-centerY*ca;
		double tmp3, tmp4, xs, ys;
		int index, ixs, iys;
		double dwidth=width, dheight=height;
		double xlimit = width-1.0, xlimit2 = width-1.001;
		double ylimit = height-1.0, ylimit2 = height-1.001;
		
		if (interpolationMethod==BICUBIC) {
			for (int y=roiY; y<(roiY + roiHeight); y++) {
				index = y*width + roiX;
				tmp3 = tmp1 - y*sa + centerX;
				tmp4 = tmp2 + y*ca + centerY;
				for (int x=roiX; x<=xMax; x++) {
					xs = x*ca + tmp3;
					ys = x*sa + tmp4;
					int value = (int)(getBicubicInterpolatedPixel(xs, ys, ip2)+0.5);
					if (value<0) value = 0;
					if (value>255) value = 255;
					pixels[index++] = (byte)value;
				}
				if (y%30==0) showProgress((double)(y-roiY)/roiHeight);
			}
		} else {
			for (int y=roiY; y<(roiY + roiHeight); y++) {
				index = y*width + roiX;
				tmp3 = tmp1 - y*sa + centerX;
				tmp4 = tmp2 + y*ca + centerY;
				for (int x=roiX; x<=xMax; x++) {
					xs = x*ca + tmp3;
					ys = x*sa + tmp4;
					if ((xs>=-0.01) && (xs<dwidth) && (ys>=-0.01) && (ys<dheight)) {
						if (interpolationMethod==BILINEAR) {
							if (xs<0.0) xs = 0.0;
							if (xs>=xlimit) xs = xlimit2;
							if (ys<0.0) ys = 0.0;			
							if (ys>=ylimit) ys = ylimit2;
							pixels[index++] = (byte)(getInterpolatedPixel(xs, ys, pixels2)+0.5);
						} else {
							ixs = (int)(xs+0.5);
							iys = (int)(ys+0.5);
							if (ixs>=width) ixs = width - 1;
							if (iys>=height) iys = height -1;
							pixels[index++] = pixels2[width*iys+ixs];
						}
					} else
						pixels[index++] = (byte)bgColor;
				}
				if (y%30==0)
					showProgress((double)(y-roiY)/roiHeight);
			}
		}
		showProgress(1.0);
	}

	public void flipVertical() {
		int index1,index2;
		byte tmp;
		for (int y=0; y<roiHeight/2; y++) {
			index1 = (roiY+y)*width+roiX;
			index2 = (roiY+roiHeight-1-y)*width+roiX;
			for (int i=0; i<roiWidth; i++) {
				tmp = pixels[index1];
				pixels[index1++] = pixels[index2];
				pixels[index2++] = tmp;
			}
		}
	}
	
	public int[] getHistogram() {
		if (mask!=null)
			return getHistogram(mask);
		int[] histogram = new int[256];
		for (int y=roiY; y<(roiY+roiHeight); y++) {
			int i = y * width + roiX;
			for (int x=roiX; x<(roiX+roiWidth); x++) {
				int v = pixels[i++] & 0xff;
				histogram[v]++;
			}
		}
		return histogram;
	}

	public int[] getHistogram(ImageProcessor mask) {
		int rx=roiX, ry=roiY, rw=roiWidth, rh=roiHeight;
		if (mask.getWidth()!=rw||mask.getHeight()!=rh)
			throw new IllegalArgumentException(maskSizeError(mask));
		int v;
		int[] histogram = new int[256];
		byte[] mpixels = (byte[])mask.getPixels();
		for (int y=ry, my=0; y<(ry+rh); y++, my++) {
			int i = y*width + rx;
			int mi = my*rw;
			for (int x=rx; x<(rx+rw); x++) {
				if (mpixels[mi++]!=0) {
					v = pixels[i] & 0xff;
					histogram[v]++;
				}
				i++;
			}
		}
		return histogram;
	}

	/** Sets pixels less than or equal to level to 0 and all other pixels to 255. */
	public void threshold(int level) {
		for (int i=0; i<width*height; i++) {
			if ((pixels[i] & 0xff) <= level)
				pixels[i] = 0;
			else
				pixels[i] = (byte)255;
		}
	}

	public void applyLut() {
		if (rLUT2==null)
			return;
		if (isInvertedLut())
			for (int i=0; i<width*height; i++)
				pixels[i] = (byte)(255 - rLUT2[pixels[i]&0xff]);
		else
			for (int i=0; i<width*height; i++)
				pixels[i] = rLUT2[pixels[i] & 0xff];
		setMinAndMax(0, 255);
	}

	/** Performs a convolution operation using the specified kernel. */
	public void convolve(float[] kernel, int kernelWidth, int kernelHeight) {
		ImageProcessor ip2 = convertToFloat();
		ip2.setRoi(getRoi());
		new ij.plugin.filter.Convolver().convolve(ip2, kernel, kernelWidth, kernelHeight);
		ip2 = ip2.convertToByte(false);
		byte[] pixels2 = (byte[])ip2.getPixels();
		System.arraycopy(pixels2, 0, pixels, 0, pixels.length);
	}
	
	public FloatProcessor[] toFloatProcessors() {
		FloatProcessor[] fp = new FloatProcessor[1];
		fp[0] = (FloatProcessor)convertToFloat();
		return fp;
	}
	
	public void setFromFloatProcessors(FloatProcessor[]  fp) {
		ImageProcessor ip2 = fp[0].convertToByte(false);
		setPixels(ip2.getPixels());
	}

	public float[][] toFloatArrays() {
		float[][] a = new float[1][];
		//ImageProcessor fp = crop();
		ImageProcessor fp = convertToFloat();
		a[0] = (float[])fp.getPixels();
		return a;
	}
	
	public void setFromFloatArrays(float[][] arrays) {
		ImageProcessor ip2 = new FloatProcessor(roiWidth, roiHeight, arrays[0], null);
		ip2 = ip2.convertToByte(false);
		setPixels(ip2.getPixels());
		//insert(ip2, roiX, roiY); 
	}

	/** Returns a FloatProcessor with the same image, no scaling or calibration
	*  (pixel values 0 to 255).
	*  The roi, mask, lut (ColorModel), threshold, min&max are
	*  also set for the FloatProcessor
	*  @param channelNumber   Ignored (needed for compatibility with ColorProcessor.toFloat)
	*  @param fp              Here a FloatProcessor can be supplied, or null. The FloatProcessor
	*                         is overwritten by this method (re-using its pixels array 
	*                         improves performance).
	*  @return A FloatProcessor with the converted image data
	*/
	public FloatProcessor toFloat(int channelNumber, FloatProcessor fp) {
		int size = width*height;
		if (fp == null || fp.getWidth()!=width || fp.getHeight()!=height)
			fp = new FloatProcessor(width, height, new float[size], cm);
		float[] fPixels = (float[])fp.getPixels();
		for (int i=0; i<size; i++)
			fPixels[i] = pixels[i]&0xff;
		fp.setRoi(getRoi());
		fp.setMask(mask);
		fp.setMinAndMax(min, max);
		fp.setThreshold(minThreshold, maxThreshold, ImageProcessor.NO_LUT_UPDATE);
		return fp;
	}
	
	/** Sets the pixels from a FloatProcessor, no scaling.
	*  Also the min&max values are taken from the FloatProcessor.
	*  @param channelNumber   Ignored (needed for compatibility with ColorProcessor.toFloat)
	*  @param fp              The FloatProcessor where the image data are read from.
	*/
	public void setPixels(int channelNumber, FloatProcessor fp) {
		float[] fPixels = (float[])fp.getPixels();
		float value;
		int size = width*height;
		for (int i=0; i<size; i++) {
			value = fPixels[i] + 0.5f;
			if (value<0f) value = 0f;
			if (value>255f) value = 255f;
			pixels[i] = (byte)value;
		}
		setMinAndMax(fp.getMin(), fp.getMax());
	}
	
	/** Returns 'true' if this is a binary image (8-bit-image with only 0 and 255). */
	public boolean isBinary() {
		for (int i=0; i<width*height; i++) {
			if (pixels[i]!=0 && pixels[i]!=(byte)255)
				return false;
		}
		return true;
	}
	
	byte[] create8BitImage() {
		return pixels;
	}

}