Additive
Add a configured amount to each tabular feature value.
Testing methods
19Blur
Blur images and compare results with the baseline.
Brightness
Change image brightness and compare results with the baseline.
Contrast
Change image contrast and compare results with the baseline.
FGSM
Test an image model with a single gradient-based adversarial perturbation.
Flips
Flip images horizontally or vertically, with their annotations.
Fog
Apply simulated fog to images and compare the model's results with the baseline.
Gamma
Adjust image gamma and compare results with the baseline.
Gaussian noise
Add Gaussian noise to images and compare results with the baseline.
Glare
Add glare to images and compare results with the baseline.
JPEG compression
Apply JPEG compression and compare results with the baseline.
Perspective
Change image perspective, with the corresponding annotation transformation.
PGD
Test an image model with iterative projected gradient perturbations.
Rain
Apply simulated rain to images and compare results with the baseline.
Relative scale
Scale each tabular feature value by a configured relative amount.
Scale up and down
Scale images up or down, with the corresponding annotation transformation.
Snow
Apply simulated snow to images and compare results with the baseline.
Subtractive
Subtract a configured amount from each tabular feature value.
Zero out
Set every tabular feature value to zero and compare the model's results.
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