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Adversarial Robustness Evaluation on Ten Fine-Grained Recognition Datasets Average
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21.3
DI2 Robustness Score
MAC
-0.852
4.899
10.65
16.401
Jun 5, 2026
DI2 Robustness Score
CW Robustness Score
AutoAttack Robustness Score
MAC-adaptive Robustness Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
DI2 Robustness Score
CW Robustness Score
AutoAttack Robustness Score
MAC-adaptive Robustness Score
MAC
Category=Tuning-free,...
2026.06
21.3
47.5
47.4
17.5
R-TPT
Category=Tuning-based,...
2026.06
20.8
41.4
43.4
36.2
MTA
Category=Tuning-free,...
2026.06
14.5
31.7
32.5
29.8
TTC
Category=Tuning-free,...
2026.06
5.1
42.3
8.4
2.4
CLIP
Category=Baseline, Bac...
2026.06
0
0.1
0.1
0
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