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ResearchFormerly WizWand

Specific Adversarial Attack Performance on CIFAR-10

99.5MDSEMDSE
22.43642.44362.4582.457Sep 7, 2022
Updated 5mo ago

Evaluation results

MethodLinks
MDSEModel 1=C-V, Model 2=S-V-BP2022.0999.5————
MDSEModel 1=V-L16, Model 2=S-R-T102022.0999————
MDSEModel 1=C-101x3, Model 2=S-R-T102022.0998.8————
MDSEModel 1=C-101x3, Model 2=S-V-T102022.0998————
MDSEModel 1=V-L16, Model 2=S-V-BP2022.0997.8————
MDSEModel 1=V-L16, Model 2=S-R-BP2022.0996.8————
MDSEModel 1=C-101x3, Model 2=S-R-BP2022.0995.7————
MDSEModel 1=C-101x3, Model 2=S-V-BP2022.0995.3————
MDSEModel 1=V-L16, Model 2=S-V-T102022.0992.7————
MDSEModel 1=C-V, Model 2=S-R-T102022.0991.4————
MDSEModel 1=C-V, Model 2=S-V-T102022.0990.7————
MDSEModel 1=C-V, Model 2=S-R-BP2022.0990.4————
MDSEModel 1=S-R-BP, Model 2=S-V-T102022.0973.4————
MDSEModel1=TIC-R19, Model2=HIRE-V162022.0968.5————
MDSEModel1=FAT-R18, Model2=HIRE-V162022.0947.1————
MDSEModel1=DM-R18, Model2=HIRE-V162022.0938.5————
MDSEModel1=DM-R18, Model2=FAT-R182022.0929.7————
MDSEModel1=DM-R18, Model2=SR*-V112022.0927.6————
MDSEModel1=FAT-R18, Model2=TIC-R192022.0927.1————
MDSEModel1=DM-R18, Model2=SR*-W162022.0925.8————
MDSEModel1=DM-R18, Model2=TIC-R192022.0925.4————
Max AutoModel1=TIC-R19, Model2=HIRE-V162022.09———48.6—
Max AutoModel1=FAT-R18, Model2=HIRE-V162022.09———10.2—
Max AutoModel1=DM-R18, Model2=HIRE-V162022.09———8.5—
Max AutoModel1=DM-R18, Model2=FAT-R182022.09———22.2—
Max AutoModel1=DM-R18, Model2=SR*-V112022.09———18—
Max AutoModel1=FAT-R18, Model2=TIC-R192022.09———8.9—
Max AutoModel1=DM-R18, Model2=SR*-W162022.09———14.7—
Max AutoModel1=DM-R18, Model2=TIC-R192022.09———8.1—
Max AutoModel 1=C-V, Model 2=S-R-BP2022.09———15.8—
Max AutoModel 1=C-V, Model 2=S-V-BP2022.09———75.8—
Max AutoModel 1=C-V, Model 2=S-V-T102022.09———90.7—
Max AutoModel 1=C-V, Model 2=S-R-T102022.09———88.8—
Max AutoModel 1=S-R-BP, Model 2=S-V-T102022.09———12.4—
Max AutoModel 1=V-L16, Model 2=S-R-BP2022.09———8.9—
Max AutoModel 1=V-L16, Model 2=S-V-BP2022.09———6.4—
Max AutoModel 1=V-L16, Model 2=S-V-T102022.09———4.8—
Max AutoModel 1=V-L16, Model 2=S-R-T102022.09———8.6—
Max AutoModel 1=C-101x3, Model 2=S-R-BP2022.09———12.3—
Max AutoModel 1=C-101x3, Model 2=S-V-BP2022.09———8.5—
Max AutoModel 1=C-101x3, Model 2=S-V-T102022.09———7.1—
Max AutoModel 1=C-101x3, Model 2=S-R-T102022.09———7.7—
Max MIMModel1=TIC-R19, Model2=HIRE-V162022.09—56———
Max MIMModel1=FAT-R18, Model2=HIRE-V162022.09—11.6———
Max MIMModel1=DM-R18, Model2=HIRE-V162022.09—7.7———
Max MIMModel1=DM-R18, Model2=FAT-R182022.09—18.1———
Max MIMModel1=DM-R18, Model2=SR*-V112022.09—16———
Max MIMModel1=FAT-R18, Model2=TIC-R192022.09—10.2———
Max MIMModel1=DM-R18, Model2=SR*-W162022.09—15.3———
Max MIMModel1=DM-R18, Model2=TIC-R192022.09—8.6———
Max MIMModel 1=C-V, Model 2=S-R-BP2022.09—18.5———
Max MIMModel 1=C-V, Model 2=S-V-BP2022.09—72.7———
Max MIMModel 1=C-V, Model 2=S-V-T102022.09—88.6———
Max MIMModel 1=C-V, Model 2=S-R-T102022.09—86.6———
Max MIMModel 1=S-R-BP, Model 2=S-V-T102022.09—15.3———
Max MIMModel 1=V-L16, Model 2=S-R-BP2022.09—12.5———
Max MIMModel 1=V-L16, Model 2=S-V-BP2022.09—10.7———
Max MIMModel 1=V-L16, Model 2=S-V-T102022.09—9.5———
Max MIMModel 1=V-L16, Model 2=S-R-T102022.09—16———
Max MIMModel 1=C-101x3, Model 2=S-R-BP2022.09—17.3———
Max MIMModel 1=C-101x3, Model 2=S-V-BP2022.09—15.3———
Max MIMModel 1=C-101x3, Model 2=S-V-T102022.09—22.2———
Max MIMModel 1=C-101x3, Model 2=S-R-T102022.09—25.4———
Max PGDModel1=TIC-R19, Model2=HIRE-V162022.09——57.8——
Max PGDModel1=FAT-R18, Model2=HIRE-V162022.09——10——
Max PGDModel1=DM-R18, Model2=HIRE-V162022.09——7.2——
Max PGDModel1=DM-R18, Model2=FAT-R182022.09——16.9——
Max PGDModel1=DM-R18, Model2=SR*-V112022.09——15.5——
Max PGDModel1=FAT-R18, Model2=TIC-R192022.09——10.3——
Max PGDModel1=DM-R18, Model2=SR*-W162022.09——15.1——
Max PGDModel1=DM-R18, Model2=TIC-R192022.09——8.6——
Max PGDModel 1=C-V, Model 2=S-R-BP2022.09——16.1——
Max PGDModel 1=C-V, Model 2=S-V-BP2022.09——74.3——
Max PGDModel 1=C-V, Model 2=S-V-T102022.09——89.2——
Max PGDModel 1=C-V, Model 2=S-R-T102022.09——87.3——
Max PGDModel 1=S-R-BP, Model 2=S-V-T102022.09——13.4——
Max PGDModel 1=V-L16, Model 2=S-R-BP2022.09——10.7——
Max PGDModel 1=V-L16, Model 2=S-V-BP2022.09——7.1——
Max PGDModel 1=V-L16, Model 2=S-V-T102022.09——4.8——
Max PGDModel 1=V-L16, Model 2=S-R-T102022.09——7.7——
Max PGDModel 1=C-101x3, Model 2=S-R-BP2022.09——14.3——
Max PGDModel 1=C-101x3, Model 2=S-V-BP2022.09——8.9——
Max PGDModel 1=C-101x3, Model 2=S-V-T102022.09——15.2——
Max PGDModel 1=C-101x3, Model 2=S-R-T102022.09——16.8——
SAGAModel1=TIC-R19, Model2=HIRE-V162022.09————38.6
SAGAModel1=FAT-R18, Model2=HIRE-V162022.09————12
SAGAModel1=DM-R18, Model2=HIRE-V162022.09————13.8
SAGAModel1=DM-R18, Model2=FAT-R182022.09————21.2
SAGAModel1=DM-R18, Model2=SR*-V112022.09————18.9
SAGAModel1=FAT-R18, Model2=TIC-R192022.09————8.4
SAGAModel1=DM-R18, Model2=SR*-W162022.09————19.5
SAGAModel1=DM-R18, Model2=TIC-R192022.09————7.1
SAGAModel 1=C-V, Model 2=S-R-BP2022.09————26.6
SAGAModel 1=C-V, Model 2=S-V-BP2022.09————81.4
SAGAModel 1=C-V, Model 2=S-V-T102022.09————87.6
SAGAModel 1=C-V, Model 2=S-R-T102022.09————77.3
SAGAModel 1=S-R-BP, Model 2=S-V-T102022.09————18.4
SAGAModel 1=V-L16, Model 2=S-R-BP2022.09————23.9
SAGAModel 1=V-L16, Model 2=S-V-BP2022.09————52.4
SAGAModel 1=V-L16, Model 2=S-V-T102022.09————28.4