Single image transformation would be capable of delivering substantial defense accuracySingle image transformation could be

Single image transformation would be capable of delivering substantial defense accuracy
Single image transformation could be capable of delivering considerable defense accuracy improvements. As a result far, the experiments on feature distillation support that claim for the JPEG compression/decompression transformation. The study of this image transformation along with the defense are nonetheless incredibly helpful. The concept of JPEG compression/decompression when combined with other image transformations could nevertheless supply a viable defense, equivalent to what exactly is done in BaRT.0.9 0.eight 0.5 0.45 0.Defense AccuracyDefense Accuracy1 25 50 75 1000.0.6 0.5 0.4 0.3 0.2 0.10.35 0.3 0.25 0.two 0.15 0.1 0.051255075100Attack StrengthAttack StrengthCIFAR-FDVanillaFashion-MNISTFDVanillaFigure 9. Defense accuracy of feature distillation on many strength adaptive black-box adversaries for Fmoc-Gly-Gly-OH In stock CIFAR-10 and Fashion-MNIST. The defense accuracy in these graphs is measured on the adversarial samples generated from the untargeted MIM adaptive black-box attack. The strength in the Share this post on: