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Adversarial Robustness on ImageNet 1k (test)

53FGSM RobustnessRVT-B*
8.2819.8931.543.11May 17, 2021
Updated 8mo ago

Evaluation results

MethodLinks
RVT-B*Group=Transformers, FLOPs (G)=17.7, Params (M)=91.82021.055329.9
RVT-BGroup=Transformers, FLOPs (G)=17.7, Params (M)=86.22021.0552.327.4
RVT-S*Group=Transformers, FLOPs (G)=4.7, Params (M)=23.32021.0551.828.2
RVT-SGroup=Transformers, FLOPs (G)=4.7, Params (M)=22.12021.0551.326.2
PiT-BGroup=Transformers, FLOPs (G)=12.5, Params (M)=73.82021.0549.323.7
Swin-BGroup=Transformers, FLOPs (G)=15.4, Params (M)=87.82021.0549.221.3
T2T-ViT t-24Group=Transformers, FLOPs (G)=15.0, Params (M)=64.12021.0546.717.5
DeiT-BGroup=Transformers, FLOPs (G)=17.6, Params (M)=86.62021.0546.421.3
ConViT-BGroup=Transformers, FLOPs (G)=17.7, Params (M)=86.52021.0545.420.8
EfficientNet-B4Group=CNNs, FLOPs (G)=4.4, Params (M)=19.32021.0544.618.5
RVT-Ti*Group=Transformers, FLOPs (G)=1.3, Params (M)=10.92021.0542.718.9
ConViT-SGroup=Transformers, FLOPs (G)=5.4, Params (M)=27.82021.054117.2
PiT-SGroup=Transformers, FLOPs (G)=2.9, Params (M)=23.52021.054116.5
T2T-ViT t-14Group=Transformers, FLOPs (G)=6.1, Params (M)=21.52021.0540.911.4
DeiT-SGroup=Transformers, FLOPs (G)=4.6, Params (M)=22.12021.0540.716.7
ResNet-50*Group=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0536.312.5
RVT-TiGroup=Transformers, FLOPs (G)=1.3, Params (M)=8.62021.0534.811.7
ResNeXt50-32x4dGroup=CNNs, FLOPs (G)=4.3, Params (M)=25.02021.0534.713.5
Swin-TGroup=Transformers, FLOPs (G)=4.5, Params (M)=28.32021.0533.77.3
TNT-SGroup=Transformers, FLOPs (G)=5.2, Params (M)=23.82021.0533.24.2
PVT-LargeGroup=Transformers, FLOPs (G)=9.8, Params (M)=61.42021.0533.17.3
Anti-Aliased CNNGroup=CNNs, FLOPs (G)=4.2, Params (M)=25.62021.0532.913.5
DeepAugmentGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0527.19.5
PVT-SmallGroup=Transformers, FLOPs (G)=3.8, Params (M)=24.52021.0526.63.1
ConViT-TiGroup=Transformers, FLOPs (G)=1.4, Params (M)=5.72021.0524.77.5
Inception v3Group=CNNs, FLOPs (G)=5.7, Params (M)=27.22021.0522.53.1
DeiT-TiGroup=Transformers, FLOPs (G)=1.3, Params (M)=5.72021.0522.36.2
Debiased CNNGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0520.45.5
PiT-TiGroup=Transformers, FLOPs (G)=0.7, Params (M)=4.92021.0520.45.1
AugMixGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0520.23.8
ANTGroup=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0517.83.1
RegNetY-4GFGroup=CNNs, FLOPs (G)=4.0, Params (M)=20.62021.0515.42.4
ResNet-50Group=CNNs, FLOPs (G)=4.1, Params (M)=25.62021.0512.20.9
PVT-TinyGroup=Transformers, FLOPs (G)=1.9, Params (M)=13.22021.05100.5