Patent ID: 11875555
Assignee: INTEL CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 15:
16. The system of claim 11, wherein the modified classification loss is, L
  =
  
    
      1
      N
    
    ⁢
    
      
        ∑
        
          i
          =
          0
        
        N
      
      ⁢
      
        {
        
          
            
              
                
                  b
                  low
                
                *
                
                  CE
                  ⁡
                  
                    (
                    
                      
                        
                          f
                          sofmax
                        
                        ⁡
                        
                          [
                          i
                          ]
                        
                      
                      ,
                      
                        g
                        ⁡
                        
                          [
                          i
                          ]
                        
                      
                    
                    )
                  
                
              
            
            
              
                
                  for
                  ⁢
                  
                    
                  
                  ⁢
                  
                    s
                    i
                  
                
                ∈
                HCG
              
            
          
          
            
              
                
                  b
                  high
                
                *
                
                  CE
                  ⁡
                  
                    (
                    
                      
                        
                          f
                          softmax
                        
                        ⁡
                        
                          [
                          i
                          ]
                        
                      
                      ,
                      
                        g
                        ⁡
                        
                          [
                          i
                          ]
                        
                      
                    
                    )
                  
                
              
            
            
              
                
                  for
                  ⁢
                  
                    
                  
                  ⁢
                  
                    s
                    i
                  
                
                ∈
                LCG
              
            
          
        
      
    
  

wherein L is the modified classification loss across each region i,
N is the number of regions in the space,
CE is a cross-entropy classification loss in which g[i] is the known label for region i,
si is the region subset of a region, belonging to the high-confidence group (HCG) or the low-confidence group (LCG),
blow is the confidence modifier for the high-confidence group and
bhigh is the confidence modifier for the low-confidence group.