Ex Parte TAKEO et al - Page 9




          Appeal No. 1999-2069                                                        
          Application 08/397,639                                                      

          three-dimensional body being imaged and that most pairs have                
          misregistration due to a combination of these sources (col. 1,              
          lines 64-68; Fig. 12).  Kano utilizes nonlinear warping in order            
          to obtain improved registration between the two images (col. 5,             
          lines 60-64) which can be quite distorted (Figs. 9A&9B).                    
               The Examiner finds that Smilansky and Frankot perform image            
          registration utilizing an affine transformation by calculating              
          the factors of affine transformation with the method of least               
          squares and then carrying out the affine transformation (FR5-6;             
          EA5-6).  The Examiner concludes that it would have been obvious             
          to one of ordinary skill in the art to use an affine                        
          transformation as taught by Smilansky for aligning the images in            
          Kano "since an affine transformation compensates for angular                
          deviation and scaling errors . . . and also considers translation           
          . . . and because it is very well known that the error on affine            
          transformations can be minimized using least squares" (FR5; EA5).           
          The Examiner concludes that it would have been obvious to use an            
          affine transformation as taught by Frankot for aligning the                 
          images in Kano "since an affine transformation can be used to               
          optimize for minimizing MSE (Mean Squared Error) and reducing               
          computation" (FR6; EA6).                                                    
               Smilansky discloses using an affine transformation to                  
          register the image of a PCB (printed circuit board) being                   
          inspected with a reference image (col. 6, line 41 to col. 7,                

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