Skip to content

1202kbs/Rectified-Gradient

Repository files navigation

Rectified Gradient

Experiment codes and additional samples for Why are Saliency Maps Noisy? Cause of and Solution to Noisy Saliency Maps.

The work is presented at 2019 ICCV Workshop on VXAI.

alt tag

Random Sample Links

We list the links to Google drives containing attribution maps for 1.5k randomly chosen ImageNet images. Samples for the same image have the same file name {image number}.png for ease of comparison between attribution maps with and without final threshold / attribution maps for original image and adversarial image. We did not include samples for adversarial attacks which failed to change the final decision.

Random Samples W/O Baseline Final Threshold

Random Samles with Baseline Final Threshold

Adversarial Attack Samples W/O Baseline Final Threshold

Adversarial Attack Samples with Baseline Final Threshold

Results

Effect of Threshold Percentile

alt tag

alt tag

alt tag

Comparison with Other Attribution Methods

alt tag

alt tag

alt tag

alt tag

About

Official repository for "Why are Saliency Maps Noisy? Cause of and Solution to Noisy Saliency Maps".

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published