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Robustness Verification on MNIST first 100 images (test)

100Certified RateSuper-DeepG
85.4489.229396.78Apr 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Super-DeepGTransformation=Shearing, Config. number=n°5, Range=[−2, 2], Interval size=4, Clean acc.=100.0%2026.041000.16
Super-DeepGTransformation=Shearing, Config. number=n°5, Range=[−2, 2], Interval size=4, Clean acc.=100.0%, P samples=102026.041000.065
Super-DeepGTransformation=Scaling, Config. number=n°3, Range=[−2, 2], Interval size=4, Clean acc.=100.0%2026.04990.16
Super-DeepGTransformation=Scaling, Config. number=n°3, Range=[−2, 2], Interval size=4, Clean acc.=100.0%, P samples=102026.04990.063
DeepGTransformation=Rotation, Config. number=n°1, Range=[−30◦, 30◦], Interval size=1◦, Clean acc.=98.0%2026.0498210.72
Super-DeepGTransformation=Rotation, Config. number=n°1, Range=[−30◦, 30◦], Interval size=1◦, Clean acc.=98.0%2026.04980.4
DeepGTransformation=Scaling, Config. number=n°3, Range=[−2, 2], Interval size=4, Clean acc.=100.0%2026.04984.25
DeepGTransformation=Shearing, Config. number=n°5, Range=[−2, 2], Interval size=4, Clean acc.=100.0%2026.04984.3
DeepGTransformation=Translation, Config. number=n°7, Range=[−1, 1] × [−1, 1], Interval size=0.2, Clean acc.=99.0%2026.0498460.93
Super-DeepGTransformation=Translation, Config. number=n°7, Range=[−1, 1] × [−1, 1], Interval size=0.2, Clean acc.=99.0%2026.04981.34
DeepGTransformation=Rotation, Config. number=n°1, Range=[−30◦, 30◦], Interval size=6◦, Clean acc.=98.0%2026.048648.38
Super-DeepGTransformation=Rotation, Config. number=n°1, Range=[−30◦, 30◦], Interval size=6◦, Clean acc.=98.0%2026.04861.14
Super-DeepGTransformation=Rotation, Config. number=n°1, Range=[−30◦, 30◦], Interval size=6◦, Clean acc.=98.0%, P samples=102026.04860.13