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Benchmarks
Zero-shot Classification on PCAM
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54.6
Top-1 Clean Acc
R-TPT
43.888
46.669
49.45
52.231
Jan 27, 2026
Top-1 Clean Acc
Top-1 Robust Acc
Robust Acc (PGD-100, eps=1/255)
Updated 2d ago
Evaluation Results
Method
Method
Links
Top-1 Clean Acc
Top-1 Robust Acc
Robust Acc (PGD-100, eps=1/255)
R-TPT
2026.01
54.6
39.2
-
FARE
2026.01
51.7
51.7
-
TeCoA
2026.01
48.8
48.8
-
LPF
2026.01
48.6
48.4
-
Anti-Adv
2026.01
48.5
48.2
-
CSR
2026.01
48.5
50.3
-
CLIP
2026.01
48.4
7.4
-
HD
2026.01
48.4
36.1
-
TTC
2026.01
48.2
23.3
-
TTE
2026.01
44.3
4.3
-
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