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Benchmarks
Zero-shot Classification on StanfordCars
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70.7
Top-1 Clean Acc
FARE
31.388
41.594
51.8
62.006
Jan 27, 2026
Top-1 Clean Acc
Top-1 Robust Acc
Top-1 Robust Acc (PGD-100, eps=1/255)
Updated 2d ago
Evaluation Results
Method
Method
Links
Top-1 Clean Acc
Top-1 Robust Acc
Top-1 Robust Acc (PGD-100, eps=1/255)
FARE
2026.01
70.7
67.9
-
R-TPT
2026.01
68.6
45.4
-
CLIP
2026.01
65.2
0
-
CSR
2026.01
62.7
60.9
-
Anti-Adv
2026.01
62.5
13.7
-
TTE
2026.01
59
14.4
-
HD
2026.01
57.8
1.4
-
LPF
2026.01
54
16.9
-
TTC
2026.01
46.6
20.2
-
TeCoA
2026.01
32.9
23.6
-
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