more trying

src/main/java/EyesisCorrectionParameters.java

@@ -1653,29 +1653,46 @@ public class EyesisCorrectionParameters {
   		public int dct_window =   1; // currently only 3 types of windows - 0 (none), 1 and 2
   		public int LMA_steps =  100;
   		public double compactness = 1.0;
-  		public int dbg_x =0;
-  		public int dbg_y =0;
-  		public int dbg_x1 =0;
-  		public int dbg_y1 =0;
+  		public int asym_tax_free  = 1; // "compactness" does not apply to pixels with |x|<=asym_tax_free  and |y| <= asym_tax_free  
+  		public double dbg_x =0;
+  		public double dbg_y =0;
+  		public double dbg_x1 =0;
+  		public double dbg_y1 =0;
   		public double dbg_sigma =2.0;
 
-  		public DCTParameters(int dct_size, int asym_size, int dct_window, double compactness) {
+  		public DCTParameters(int dct_size, int asym_size, int dct_window, double compactness, int asym_tax_free) {
   			this.dct_size =   dct_size;
   			this.asym_size =  asym_size;
   			this.dct_window = dct_window;
   			this.compactness = compactness;
+  			this.asym_tax_free = asym_tax_free;
   		}
   		public void setProperties(String prefix,Properties properties){
   			properties.setProperty(prefix+"dct_size",this.dct_size+"");
   			properties.setProperty(prefix+"asym_size",this.asym_size+"");
   			properties.setProperty(prefix+"dct_window",   this.dct_window+"");
   			properties.setProperty(prefix+"compactness",  this.compactness+"");
+  			properties.setProperty(prefix+"asym_tax_free",  this.asym_tax_free+"");
+
+  			properties.setProperty(prefix+"dbg_x",      this.dbg_x+"");
+  			properties.setProperty(prefix+"dbg_y",      this.dbg_y+"");
+  			properties.setProperty(prefix+"dbg_x1",     this.dbg_x1+"");
+  			properties.setProperty(prefix+"dbg_y1",     this.dbg_y1+"");
+  			properties.setProperty(prefix+"dbg_sigma",  this.dbg_sigma+"");
+  		
   		}
   		public void getProperties(String prefix,Properties properties){
-  			this.dct_size=Integer.parseInt(properties.getProperty(prefix+"dct_size"));
-  			this.asym_size=Integer.parseInt(properties.getProperty(prefix+"asym_size"));
-  			this.dct_window=Integer.parseInt(properties.getProperty(prefix+"dct_window"));
-  			this.compactness=Integer.parseInt(properties.getProperty(prefix+"compactness"));
+  			if (properties.getProperty(prefix+"dct_size")!=null) this.dct_size=Integer.parseInt(properties.getProperty(prefix+"dct_size"));
+  			if (properties.getProperty(prefix+"asym_size")!=null) this.asym_size=Integer.parseInt(properties.getProperty(prefix+"asym_size"));
+  			if (properties.getProperty(prefix+"dct_window")!=null) this.dct_window=Integer.parseInt(properties.getProperty(prefix+"dct_window"));
+  			if (properties.getProperty(prefix+"compactness")!=null) this.compactness=Double.parseDouble(properties.getProperty(prefix+"compactness"));
+  			if (properties.getProperty(prefix+"asym_tax_free")!=null) this.asym_tax_free=Integer.parseInt(properties.getProperty(prefix+"asym_tax_free"));
+  			
+  			if (properties.getProperty(prefix+"dbg_x")!=null) this.dbg_x=Double.parseDouble(properties.getProperty(prefix+"dbg_x"));
+  			if (properties.getProperty(prefix+"dbg_y")!=null) this.dbg_y=Double.parseDouble(properties.getProperty(prefix+"dbg_y"));
+  			if (properties.getProperty(prefix+"dbg_x1")!=null) this.dbg_x1=Double.parseDouble(properties.getProperty(prefix+"dbg_x1"));
+  			if (properties.getProperty(prefix+"dbg_y1")!=null) this.dbg_y1=Double.parseDouble(properties.getProperty(prefix+"dbg_y1"));
+  			if (properties.getProperty(prefix+"dbg_sigma")!=null) this.dbg_sigma=Double.parseDouble(properties.getProperty(prefix+"dbg_sigma"));
   		}
   		public boolean showDialog() {
   			GenericDialog gd = new GenericDialog("Set DCT parameters");
@@ -1683,12 +1700,13 @@ public class EyesisCorrectionParameters {
   			gd.addNumericField("Size of asymmetrical (non-DCT) kernel",      this.asym_size,    0); //6
   			gd.addNumericField("MDCT window type (0,1,2)",                   this.dct_window,   0); //0..2
   			gd.addNumericField("LMA_steps",                                  this.LMA_steps,    0); //0..2
-  			gd.addNumericField("compactness",                                this.compactness,  6); //0..2
+  			gd.addNumericField("Compactness (punish off-center asym_kernel pixels (proportional to r^2)", this.compactness,  2); //0..2
+  			gd.addNumericField("Do not punish pixels in the square around center", this.asym_tax_free,  0); //0..2
   			
-  			gd.addNumericField("dbg_x",                                      this.dbg_x,   0); //0..2
-  			gd.addNumericField("dbg_y",                                      this.dbg_y,   0); //0..2
-  			gd.addNumericField("dbg_x1",                                     this.dbg_x1,  0); //0..2
-  			gd.addNumericField("dbg_y1",                                     this.dbg_y1,  0); //0..2
+  			gd.addNumericField("dbg_x",                                      this.dbg_x,   2); //0..2
+  			gd.addNumericField("dbg_y",                                      this.dbg_y,   2); //0..2
+  			gd.addNumericField("dbg_x1",                                     this.dbg_x1,  2); //0..2
+  			gd.addNumericField("dbg_y1",                                     this.dbg_y1,  2); //0..2
   			gd.addNumericField("dbg_sigma",                                  this.dbg_sigma, 3); //0..2
   			//  	    gd.addNumericField("Debug Level:",                          MASTER_DEBUG_LEVEL,      0);
   			gd.showDialog();
@@ -1698,10 +1716,11 @@ public class EyesisCorrectionParameters {
   			this.dct_window=      (int) gd.getNextNumber();
   			this.LMA_steps =      (int) gd.getNextNumber();
   			this.compactness =          gd.getNextNumber();
-  			this.dbg_x=           (int) gd.getNextNumber();
-  			this.dbg_y=           (int) gd.getNextNumber();
-  			this.dbg_x1=          (int) gd.getNextNumber();
-  			this.dbg_y1=          (int) gd.getNextNumber();
+  			this.asym_tax_free =  (int) gd.getNextNumber();
+  			this.dbg_x=                 gd.getNextNumber();
+  			this.dbg_y=                 gd.getNextNumber();
+  			this.dbg_x1=                gd.getNextNumber();
+  			this.dbg_y1=                gd.getNextNumber();
   			this.dbg_sigma=             gd.getNextNumber();
   			//  	    MASTER_DEBUG_LEVEL= (int) gd.getNextNumber();
   			return true;

src/main/java/Eyesis_Correction.java

@@ -88,7 +88,8 @@ private Panel panel1,panel2,panel3,panel4,panel5,panel5a, panel6,panel7,panelPos
 		   32,  // dct_size
 		   6,   // asym_size
 		   1,    // dct_window
-		   1.0 // double compactness
+		   1.0, // double compactness
+	       1    // asym_tax_free);
    );
 
    public static EyesisDCT EYESIS_DCT = null;
@@ -2834,19 +2835,25 @@ private Panel panel1,panel2,panel3,panel4,panel5,panel5a, panel6,panel7,panelPos
         FactorConvKernel factorConvKernel = new FactorConvKernel();
         factorConvKernel.setDebugLevel(DEBUG_LEVEL);
         factorConvKernel.numIterations = DCT_PARAMETERS.LMA_steps;
-        factorConvKernel.setCompactnessWeight(DCT_PARAMETERS.compactness);
-////        int target_kernel_size = 2*DCT_PARAMETERS.dct_size + DCT_PARAMETERS.asym_size -1;
-        int target_kernel_size = 2*DCT_PARAMETERS.dct_size + DCT_PARAMETERS.asym_size -2;
+        factorConvKernel.setAsymCompactness(
+        		DCT_PARAMETERS.compactness,
+        		DCT_PARAMETERS.asym_tax_free);
+
+        int target_kernel_size = 2*DCT_PARAMETERS.dct_size - 1;
         double [] target_kernel = new double [target_kernel_size * target_kernel_size];
         for (int ii=0; ii < target_kernel.length; ii++) target_kernel[ii]=0.0;
-//        for (int ii = -2; ii<=2; ii++) {
         double dist = Math.sqrt((DCT_PARAMETERS.dbg_x1-DCT_PARAMETERS.dbg_x)*(DCT_PARAMETERS.dbg_x1-DCT_PARAMETERS.dbg_x)+
         		(DCT_PARAMETERS.dbg_y1-DCT_PARAMETERS.dbg_y)*(DCT_PARAMETERS.dbg_y1-DCT_PARAMETERS.dbg_y));
         int num_steps = (int) Math.round(dist+0.5);
+        dist = num_steps;
         for (int ii = 0; ii<= num_steps; ii++) {
         	int dbg_x = (int) Math.round((DCT_PARAMETERS.dbg_x1-DCT_PARAMETERS.dbg_x)*ii/dist + DCT_PARAMETERS.dbg_x);
         	int dbg_y = (int) Math.round((DCT_PARAMETERS.dbg_y1-DCT_PARAMETERS.dbg_y)*ii/dist + DCT_PARAMETERS.dbg_y);
         	target_kernel[(target_kernel_size/2 + dbg_y)*target_kernel_size+(target_kernel_size/2 + dbg_x)] = 1.0;
+        	if (MASTER_DEBUG_LEVEL >2) {
+        	System.out.println(ii+": "+((DCT_PARAMETERS.dbg_x1-DCT_PARAMETERS.dbg_x)*ii/dist + DCT_PARAMETERS.dbg_x)+
+        			" / "+ ((DCT_PARAMETERS.dbg_y1-DCT_PARAMETERS.dbg_y)*ii/dist + DCT_PARAMETERS.dbg_y)+" ("+dbg_x+":"+dbg_y+")");
+        	}
         	
         }
         
@@ -2856,22 +2863,33 @@ private Panel panel1,panel2,panel3,panel4,panel5,panel5a, panel6,panel7,panelPos
     	if (blurSigma>0)   gb.blurDouble(target_kernel, target_kernel_size, target_kernel_size, blurSigma, blurSigma, 0.01);
 //        SDFA_INSTANCE.showArrays(target_kernel,  target_kernel_size, target_kernel_size,   "target_kernel");
 
+    	int target_expanded_size = 2*DCT_PARAMETERS.dct_size + DCT_PARAMETERS.asym_size -2;
+        double [] target_expanded = new double [target_expanded_size * target_expanded_size];
+        for (int ii=0; ii < target_expanded.length; ii++) target_expanded[ii]=0.0;
+        int left_top_margin = ((DCT_PARAMETERS.asym_size-1)/2);
+        for (int ii=0;ii < target_kernel_size; ii++){
+            for (int jj=0; jj < target_kernel_size; jj++){
+            	target_expanded[(ii+left_top_margin)*target_expanded_size + (jj+left_top_margin)] = 
+                    	target_kernel[ii*target_kernel_size + jj];
+            }
+        }
+    	
     	boolean result = factorConvKernel.calcKernels(
-    			target_kernel,
+    			target_expanded,
     			DCT_PARAMETERS.asym_size,
     			DCT_PARAMETERS.dct_size);
     	System.out.println("factorConvKernel.calcKernels() returned"+result);
         double [] sym_kernel =  factorConvKernel.getSymKernel();
         double [] asym_kernel = factorConvKernel.getAsymKernel();
         double [] convolved =   factorConvKernel.getConvolved();
-        double [][] compare_kernels = {target_kernel, convolved};
+        double [][] compare_kernels = {target_expanded, convolved};
         System.out.println("DCT_PARAMETERS.dct_size="+DCT_PARAMETERS.dct_size+" DCT_PARAMETERS.asym_size="+DCT_PARAMETERS.asym_size);
         System.out.println("sym_kernel.length="+ sym_kernel.length);
         System.out.println("asym_kernel.length="+asym_kernel.length);
         System.out.println("convolved.length="+convolved.length);
         SDFA_INSTANCE.showArrays(sym_kernel,    DCT_PARAMETERS.dct_size,       DCT_PARAMETERS.dct_size,   "sym_kernel");
         SDFA_INSTANCE.showArrays(asym_kernel,   DCT_PARAMETERS.asym_size,      DCT_PARAMETERS.asym_size,  "asym_kernel");
-        SDFA_INSTANCE.showArrays(compare_kernels,  target_kernel_size, target_kernel_size, true, "compare_kernels");
+        SDFA_INSTANCE.showArrays(compare_kernels,  target_expanded_size, target_expanded_size, true, "compare_kernels");
 //        SDFA_INSTANCE.showArrays(convolved,  target_kernel_size, target_kernel_size,   "convolved");
         return;
     	
@@ -3557,6 +3575,7 @@ private Panel panel1,panel2,panel3,panel4,panel5,panel5a, panel6,panel7,panelPos
     	properties.setProperty("MASTER_DEBUG_LEVEL",MASTER_DEBUG_LEVEL+"");
     	properties.setProperty("UPDATE_STATUS",     UPDATE_STATUS+     "");
     	SPLIT_PARAMETERS.setProperties("SPLIT_PARAMETERS.", properties);
+    	DCT_PARAMETERS.setProperties("DCT_PARAMETERS.", properties);
     	DEBAYER_PARAMETERS.setProperties("DEBAYER_PARAMETERS.", properties);
     	NONLIN_PARAMETERS.setProperties("NONLIN_PARAMETERS.", properties);
     	COLOR_PROC_PARAMETERS.setProperties("COLOR_PROC_PARAMETERS.", properties);
@@ -3578,6 +3597,7 @@ private Panel panel1,panel2,panel3,panel4,panel5,panel5a, panel6,panel7,panelPos
        MASTER_DEBUG_LEVEL = Integer.parseInt(properties.getProperty("MASTER_DEBUG_LEVEL"));
        UPDATE_STATUS= Boolean.parseBoolean(properties.getProperty("UPDATE_STATUS"));
    	   SPLIT_PARAMETERS.getProperties("SPLIT_PARAMETERS.", properties);
+   	   DCT_PARAMETERS.getProperties("DCT_PARAMETERS.", properties);
        DEBAYER_PARAMETERS.getProperties("DEBAYER_PARAMETERS.", properties);
    	   NONLIN_PARAMETERS.getProperties("NONLIN_PARAMETERS.", properties);
        COLOR_PROC_PARAMETERS.getProperties("COLOR_PROC_PARAMETERS.", properties);

src/main/java/FactorConvKernel.java

@@ -37,6 +37,9 @@ public class FactorConvKernel {
 	public double    init_lambda =   0.001;
 	
 	public double    compactness_weight = 1.0; // realtive "importance of asymmetrical kernel being compact"
+	public int       asym_tax_free = 1; // do not apply compactness_weight for pixels close to the center
+	
+	
 	public double    lambdaStepUp=   8.0; // multiply lambda by this if result is worse
 	public double    lambdaStepDown= 0.5; // multiply lambda by this if result is better
 	public double    thresholdFinish=0.001; // (copied from series) stop iterations if 2 last steps had less improvement (but not worsening ) 
@@ -113,13 +116,17 @@ public class FactorConvKernel {
 	public double [] getConvolved(){ // check that it matches original
 		return this.currentfX;
 	}
+	
 	public void setDebugLevel(int debugLevel){
 		this.debugLevel =debugLevel;
 	}
-	public void setCompactnessWeight(double compactness_weight){
-		this.compactness_weight =compactness_weight;
-	}
 	
+	public void setAsymCompactness(
+			double compactness_weight,
+			int asym_tax_free){
+		this.compactness_weight = compactness_weight;
+		this.asym_tax_free =      asym_tax_free;
+	}
 	
 	private double [] getSymKernel(
 			double [] kvect,
@@ -150,11 +157,12 @@ public class FactorConvKernel {
 	private double [] setInitialVector(
 			double [] target_kernel) // should be (asym_size + 2*sym_radius-1)**2
 	{
-//		int conv_size = asym_size + 2*sym_radius-1;
 		int conv_size = asym_size + 2*sym_radius-2;
 		int sym_rad_m1 = sym_radius - 1; // 7
 		// find center of the target kernel squared value
 		double s0=0.0,sx=0.0,sy=0.0;
+		double scx=0.0,scy=0.0;
+		
 		for (int i = 0; i < conv_size; i++){
 			for (int j = 0; j < conv_size; j++){
 				double d = target_kernel[conv_size*i+j];
@@ -162,6 +170,8 @@ public class FactorConvKernel {
 				s0 += d;
 				sx += d*j;
 				sy += d*i;
+				scx += d*(j-sym_rad_m1-asym_size/2);
+				scy += d*(i-sym_rad_m1-asym_size/2);
 			}
 		}
 //		int async_center = asym_size / 2; // will be 2 for 5x5 and 3 for 6x6 - more room in negative
@@ -170,9 +180,12 @@ public class FactorConvKernel {
 		int j0= (int) Math.round(sx/s0 - sym_rad_m1); // should be ~ async_center 
 		int i0= (int) Math.round(sy/s0 - sym_rad_m1); // should be ~ async_center
 		if (debugLevel>1){
-			System.out.println("setInitialVector(): conv_size = "+conv_size+" fj0 = "+(sx/s0 - sym_radius));
-			System.out.println("setInitialVector(): fi0 = "+(sy/s0 - sym_radius)+" asym_size = "+asym_size+" sym_radius = "+sym_radius);
-			System.out.println("setInitialVector(): i0 = "+i0+" j0 = "+j0 + " asym_size="+asym_size);
+			System.out.println("setInitialVector(): scx="+(scx/s0) + " scy="+(scy/s0));
+			System.out.println("setInitialVector(): x="+(sx/s0) + " y="+(sy/s0));
+
+			System.out.println("setInitialVector(): conv_size = "+conv_size + " asym_size="+asym_size);
+			System.out.println("setInitialVector(): fj0 = "+(sx/s0 - sym_rad_m1)+" j0 = "+j0 );
+			System.out.println("setInitialVector(): fi0 = "+(sy/s0 - sym_rad_m1)+" i0 = "+i0 );
 		}
 		// fit i0,j0 to asym_kernel (it should be larger)
 //		i0 += asym_size/2; 
@@ -246,7 +259,6 @@ public class FactorConvKernel {
 	private double [] convKernels(
 		double [] kvect) // first - all elements of sym kernel but [0] (replaced by 1.0), then - asym ones
 		{
-////		int conv_size = asym_size + 2*sym_radius-1;
 		int conv_size = asym_size + 2*sym_radius-2;
 		int asym_start=  sym_radius * sym_radius - 1;
 		int sym_radius_m1 = sym_radius -1;
@@ -295,11 +307,16 @@ public class FactorConvKernel {
 		for (int ia=0; ia <asym_size;ia++){
 			for (int ja=0;ja< asym_size;ja++){
 				int ir2 = (ia-center_i0)*(ia-center_i0)+(ja-center_j0)*(ja-center_j0);
+				if ((ia - center_i0 <= asym_tax_free) &&
+					(center_i0 - ia <= asym_tax_free) &&
+					(ja - center_j0 <= asym_tax_free) &&
+					(center_j0 - ja <= asym_tax_free)) ir2 = 0;
 				double d = kvect[indx++]*ir2; 
 			rms += d * d;
 			}
 		}
-		return cw*Math.sqrt(rms)/(asym_size*asym_size); // square for area, another - to normalize by r^2
+//		return cw*Math.sqrt(rms)/(asym_size*asym_size); // square for area, another - to normalize by r^2
+		return cw*Math.sqrt(rms)/asym_size; // square for area, another - to normalize by r^2
 	}
 	
 /*
@@ -314,13 +331,12 @@ public class FactorConvKernel {
  */
 	private double getCompactWeight(){
 //		return compactness_weight*sym_kernel_scale/(asym_size*asym_size); // use
-		return compactness_weight*sym_kernel_scale/(asym_size*asym_size*asym_size*asym_size); // use
+		return compactness_weight*sym_kernel_scale; // (asym_size*asym_size*asym_size*asym_size); // use
 	}
 
 	private double [][] getJacobian(
 			double [] kvect)
 	{
-		////	int conv_size = asym_size + 2*sym_radius-1;
 		int conv_size = asym_size + 2*sym_radius-2;
 		int asym_start=  sym_radius * sym_radius - 1;
 		int sym_radius_m1 = sym_radius -1;
@@ -347,6 +363,10 @@ public class FactorConvKernel {
 			for (int ja=0;ja< asym_size;ja++){
 				int async_index = asym_size*ia + ja;
 				int ir2 = (ia-center_i0)*(ia-center_i0)+(ja-center_j0)*(ja-center_j0);
+				if ((ia - center_i0 <= asym_tax_free) &&
+						(center_i0 - ia <= asym_tax_free) &&
+						(ja - center_j0 <= asym_tax_free) &&
+						(center_j0 - ja <= asym_tax_free)) ir2 = 0;
 				jacob[async_index + asym_start][async_index+asym_terms_start] = ir2 * cw;
 			}
 		}
@@ -380,12 +400,10 @@ public class FactorConvKernel {
 		double [] jTByDiff = new double [jacob.length];
 		for (int i=0; i < jTByDiff.length; i++){
 			jTByDiff[i] = 0;
-//			for (int k=0; k< jacob[i].length; k++){
 			for (int k=0; k< target_kernel.length; k++){
 				jTByDiff[i] += jacob[i][k]*(target_kernel[k]-conv_data[k]);
 			}
 		}
-////	int conv_size = asym_size + 2*sym_radius-1;
 		int conv_size = asym_size + 2*sym_radius-2;
 		int asym_start=       sym_radius * sym_radius - 1;
 		int asym_terms_start= conv_size*conv_size;
@@ -394,7 +412,10 @@ public class FactorConvKernel {
 			for (int ja=0;ja< asym_size;ja++){
 				int async_index = asym_size*ia + ja;
 				int ir2 = (ia-center_i0)*(ia-center_i0)+(ja-center_j0)*(ja-center_j0);
-//				jacob[async_index + asym_start][async_index+asym_terms_start] = ir2 * cw;
+				if ((ia - center_i0 <= asym_tax_free) &&
+						(center_i0 - ia <= asym_tax_free) &&
+						(ja - center_j0 <= asym_tax_free) &&
+						(center_j0 - ja <= asym_tax_free)) ir2 = 0;
 				jTByDiff[async_index + asym_start] += jacob[async_index + asym_start][async_index+asym_terms_start]*
 						ir2 * cw* kvect[asym_start + async_index];
 			}
@@ -531,7 +552,10 @@ public class FactorConvKernel {
 
 
 			this.currentRMSPure= getRms(this.currentfX,this.target_kernel);
-			this.currentRMS=     getCompactRms(this.currentVector) + this.currentRMSPure;
+///			this.currentRMS=     getCompactRms(this.currentVector) + this.currentRMSPure;
+			double compactRMS = getCompactRms(this.currentVector);
+			this.currentRMS= Math.sqrt((compactRMS * asym_size*asym_size + 
+					(currentRMSPure)*(currentRMSPure)*target_kernel.length)/(asym_size*asym_size+target_kernel.length));
 			
 			if (this.debugLevel>1) {
 				System.out.println("initial RMS="+IJ.d2s(this.currentRMS,8)+
@@ -540,7 +564,11 @@ public class FactorConvKernel {
 			}
 		} else {
 			this.currentRMSPure= getRms(this.currentfX,this.target_kernel); 
-			this.currentRMS=     getCompactRms(this.currentVector) + this.currentRMSPure;
+//			this.currentRMS=     getCompactRms(this.currentVector) + this.currentRMSPure;
+			double compactRMS = getCompactRms(this.currentVector);
+			this.currentRMS= Math.sqrt((compactRMS * asym_size*asym_size + 
+					(currentRMSPure)*(currentRMSPure)*target_kernel.length)/(asym_size*asym_size+target_kernel.length));
+			
 		}
 		//		this.currentRMS= calcError(calcYminusFx(this.currentfX));
 		if (this.firstRMS<0) {
@@ -597,11 +625,11 @@ public class FactorConvKernel {
 				
 
 		this.nextRMSPure= getRms(this.nextfX,this.target_kernel); 
-		this.nextRMS=     getCompactRms(this.nextVector) + this.nextRMSPure;
-		
-		
-		
-		
+//		this.nextRMS=     getCompactRms(this.nextVector) + this.nextRMSPure;
+
+		double nextCompactRMS = getCompactRms(this.currentVector);
+		this.nextRMS= Math.sqrt((nextCompactRMS * asym_size*asym_size + 
+				(nextRMSPure)*(nextRMSPure)*target_kernel.length)/(asym_size*asym_size+target_kernel.length));
 
 		this.lastImprovements[1]=this.lastImprovements[0];
 		this.lastImprovements[0]=this.currentRMS-this.nextRMS;