/scaling_camouflage

Primary LanguagePython

Scaling Attack against Computer Vision Applications

Usage

  • python ./attack.py --sourceImg --targetImg --attackImg --outputImg --norm <choose $L_p$ attack norm to use> [--resizeFunc ] [--interpolation ] [--penalty <constant $c$ set in the attack>] [--imageFactor <factor used to scale image pixel value to [0,1].] [--help]

Dependencies installation:

  • ./setup.sh

Notes

  • The code is running on Python3

  • Supported Scaling Functions:

    func                  interpolation

cv2.resize         -> cv2.INTER_NEAREST
                      cv2.INTER_LINEAR
                      cv2.INTER_CUBIC
                      cv2.INTER_AREA
                      cv2.INTER_LANCZOS4

Image.Image.resize -> Image.NEAREST
                      Image.LANCZOS
          	        Image.BILINEAR
          	        Image.BICUBIC

References