Februus removes Trojan triggers from images at run-time by locating them with GradCAM and inpainting the region with a GAN, cutting attack success rates from 100% to near 0% in its reported tests.
Adversary resistant deep neural networks with an application to malware detection,
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Februus: Input Purification Defense Against Trojan Attacks on Deep Neural Network Systems
Februus removes Trojan triggers from images at run-time by locating them with GradCAM and inpainting the region with a GAN, cutting attack success rates from 100% to near 0% in its reported tests.