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Adversarial Zero-shot Image Classification on ImageNet (val)
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61.7
Adversarial Accuracy
TAME
-2.468
14.191
30.85
47.509
May 17, 2026
Adversarial Accuracy
Updated 15d ago
Evaluation Results
Method
Method
Links
Adversarial Accuracy
TAME
Attack Method=PGD, Bac...
2026.05
61.7
TAME
Attack Method=AutoAtta...
2026.05
60.8
TAME
Attack Method=CW, Back...
2026.05
60.7
TAME
Attack Method=DI, Back...
2026.05
59.4
R-TPT
Attack Method=PGD, Bac...
2026.05
54.8
TAPT
Attack Method=PGD, Bac...
2026.05
50
MMoP
Attack Method=PGD, Bac...
2026.05
28
NAP-Tuning
Attack Method=PGD, Bac...
2026.05
27.2
APT-VLI
Attack Method=PGD, Bac...
2026.05
24.3
APT-VLJ
Attack Method=PGD, Bac...
2026.05
23.9
FAP
Attack Method=PGD, Bac...
2026.05
23.2
APT-V
Attack Method=PGD, Bac...
2026.05
19.4
Vanilla
Attack Method=DI, Back...
2026.05
6.1
APT-T
Attack Method=PGD, Bac...
2026.05
1.5
Vanilla
Attack Method=PGD, Bac...
2026.05
1.4
Vanilla
Attack Method=CW, Back...
2026.05
0.2
Vanilla
Attack Method=AutoAtta...
2026.05
0
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