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Table 4 Summary of data enhancement methods

From: Fusing pre-trained convolutional neural networks features for multi-differentiated subtypes of liver cancer on histopathological images

Study

Method

Zooming

Color normalization (LAB\HSV\Other)

Color segmen-tation

Noise filtering processing

Image Normalization

Other

ALL

4

5

2

5

0

 

[26]

 

LAB

    

[27]

40X(boost)

     

[28]

40X(boost)

  

Gaussian filtering

Convolutional edge-enhanced filtering

  

[29]

 

X

    

[30]

      

[31]

 

HSV

 

Denoise

  

[32]

   

Denoise (Gaussian filtering)

  

[33]

    

X

 

[34]

X

     

[35]

X

SVD

    

[36]

      

[37]

   

Denoise (Gaussian filtering)

  

[38]

   

Denoise (Combining the median filter and the Gaussian filter)

  

[39]

      

[40]

      

[41]

  

X

   

[42]

  

X

   

[43]

 

X

   Â