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Benchmarks
Zero-shot Classification on Flowers102
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66
Top-1 Clean Acc
CLIP
19.512
31.581
43.65
55.719
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)
CLIP
2026.01
66
0
-
R-TPT
2026.01
65.8
48.8
-
CSR
2026.01
65.8
53.5
-
TTE
2026.01
65.3
5.5
-
Anti-Adv
2026.01
63.5
25.3
-
HD
2026.01
63.3
3.5
-
LPF
2026.01
59.8
33.1
-
TTC
2026.01
55.8
23.3
-
FARE
2026.01
41.7
38.7
-
TeCoA
2026.01
21.3
21.5
-
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