Skip to content
master
Switch branches/tags
Code

Latest commit

 

Git stats

Files

Permalink
Failed to load latest commit information.
Type
Name
Latest commit message
Commit time
 
 
 
 
 
 
res
 
 
 
 

KS(conf)

A Light-Weight Test if a ConvNet Operates Outside of Its Specifications

Code and example data for KS(conf) test and baselines. For examples of use, see code/runtests.py

Additional data files with confidence scores of synthetic image manipulations can be downloaded from

Each file contains the confidence scores for the following 78 synthetic manipulations of the ILSVRC 'test' images:

  • blur: Gaussian blur, sigma={1,2,3,4,5,6,7,8,9,10,11}
  • noise: Gaussian additive noise, sigma={5,10,15,20,30,50,100}
  • dead: Dead pixels, percentage={1,2,3,4,5,6,7,8,9,10,15,20,25,30,40,50,60,70,80,90,100}
  • dark: Reduced brightness, factor={1,2,3,4,5,6,7,8,9,10,15,20,30,40,50,100}
  • bright: Increased brightness, factor={1,2,3,4,5,6,7,8,9,10,15,20,30,40,50,100}
  • geo: Geometric transformation: {0=none, 1=flipH, 2=flipV, 3=rotate90, 4=rotate180, 5=rotate270}
  • bgr: Swapped color channels, RGB<->BGR

Reference:

* R. Sun, C.H. Lampert, "KS(conf) A Light-Weight Test if a ConvNet Operates Outside of Its Specifications", arXiv:1804.04171 [stat.ML]

About

A Light-Weight Test if a ConvNet Operates Outside of Its Specifications

Resources

Releases

No releases published

Packages

No packages published

Languages