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Benchmarks
Fine-grained classification on Caltech101 (Clean Accuracy and Robust Accuracy)
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97.9
Robust Accuracy
AGC
-3.812
22.594
49
75.406
May 15, 2026
May 18, 2026
May 21, 2026
May 25, 2026
May 28, 2026
May 31, 2026
Jun 4, 2026
Robust Accuracy
Clean Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Robust Accuracy
Clean Accuracy
AGC
Backbone=ViT-L/14, Eps...
2026.05
97.9
95.6
DBD
Backbone=CLIP-ViT-B/16...
2026.06
94.1
-
Ensemble
Backbone=ViT-L/14, Eps...
2026.05
89.7
95.3
TTP
Backbone=ViT-L/14, Eps...
2026.05
88.6
95.1
R-TPT
Backbone=ViT-L/14, Eps...
2026.05
88.2
95.7
R-TPT
Backbone=CLIP-ViT-B/16...
2026.06
84.1
-
MTA
Backbone=ViT-L/14, Eps...
2026.05
83.1
95.8
TTC
Backbone=ViT-L/14, Eps...
2026.05
7.7
88.7
CLIP
Backbone=CLIP-ViT-B/16...
2026.06
1.7
-
CLIP
Backbone=ViT-L/14, Eps...
2026.05
0.1
95.2
Clean (Reference)
Backbone=CLIP-ViT-B/16...
2026.06
-
94.2
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